PANCHANGE_data_preprocessing
Katie Thompson, Topher Huebel, Molly Davies, Kirstin Purves
Sys.Date()
This is the preprocessing script to prepare the data to run analyses for the project “Anxiety, depression and trauma symptom change during the COVID-19 pandemic: retrospective versus objective assessment” - Young et al (2020)
Script written by K Purves, K Thompson, C Huebel and M Davies. Email: kirstin.purves@kcl.ac.uk, katie.thompson@kcl.ac.uk, christopher.1.huebel@kcl.ac.uk, molly.davies@kcl.ac.uk
#Set up
Clear global environment
Retrieve the current date to use it for file endings to not overwrite files when one exports files
Specify cohort
#Packages Install packages (if they are not available in your version of R)
Load packages
Registered S3 method overwritten by 'pryr':
method from
print.bytes RcppFor best results, restart R session and update pander using devtools:: or remotes::install_github('rapporter/pander')Warning: package 'eeptools' was built under R version 4.0.3Loading required package: ggplot2
Attaching package: 'ggplot2'The following objects are masked from 'package:psych':
%+%, alpha-- Attaching packages ---------------------------------------------------------- tidyverse 1.3.0 --v tibble 3.0.1 v dplyr 1.0.0
v tidyr 1.1.0 v stringr 1.4.0
v readr 1.3.1 v forcats 0.5.0
v purrr 0.3.4 -- Conflicts ------------------------------------------------------------- tidyverse_conflicts() --
x ggplot2::%+%() masks psych::%+%()
x ggplot2::alpha() masks psych::alpha()
x dplyr::filter() masks stats::filter()
x dplyr::lag() masks stats::lag()
x tibble::view() masks summarytools::view()Colour palettes
Define colours for plotting this are the standard coping colours
Choose in this chunk which palette to use 04.07.2020 - Default to 2 colour COPING palette
#Add_numeric function Function used to convert character variables into numeric variables.
Data import and merging
Note: GLAD only receives current measures and RAMP questionnaire Note: All COPING surveys are separate surveys
Source data file paths
Demographics
GLAD
Read in data
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "demographics.select_the_box_that_best_describes_you"
[5] "demographics.cigarettes_smoke_day.txt"
[6] "demographics.how_many_years_have_youdid_yousmoke.txt"
[7] "demographics.cups_day.txt"
[8] "demographics.overweight_told_doctor"
[9] "demographics.young_child_10_years_or_less"
[10] "demographics.teenager_11_to_19_years"
[11] "demographics.young_adult_20_to_30_years"
[12] "demographics.adult_31_to_40_years"
[13] "demographics.adult_41_to_50_years"
[14] "demographics.older_adult_51_to_60_years"
[15] "demographics.older_adult_61_to_70_years"
[16] "demographics.older_adult_71_years"
[17] "demographics.affects_concerned_memory_day"
[18] "demographics.memory_problem_worse_year"
[19] "demographics.school_education_school_years.txt"
[20] "demographics.what_is_your_current_height"
[21] "demographics.what_is_your_current_height.1"
[22] "demographics.what_is_your_current_height.2"
[23] "demographics.current_weight_pregnant_weight"
[24] "demographics.current_weight_pregnant_weight.1"
[25] "demographics.current_weight_pregnant_weight.2"
[26] "demographics.how_would_you_describe_your_vision"
[27] "demographics.how_would_you_describe_your_hearing"
[28] "demographics.which_hand_do_you_usually_write_with"
[29] "demographics.what_is_your_current_employment_status"
[30] "demographics.what_is_your_current_maritalrelationship_status"
[31] "demographics.what_is_your_current_maritalrelationship_status.txt"
[32] "demographics.measure_height_questions_weight"
[33] "demographics.stopped_smoking_years.txt"
[34] "demographics.have_you_ever_been_pregnant"
[35] "demographics.how_old_are_you_now.txt"
[36] "demographics.college_or_university_degree"
[37] "demographics.a_levelsas_levels_or_equivalent"
[38] "demographics.o_levelsgcses_or_equivalent"
[39] "demographics.cses_or_equivalent"
[40] "demographics.nvq_or_hnd_or_hnc_or_equivalent"
[41] "demographics.other_professional_qualifications_e.g._nursing_teaching"
[42] "demographics.other_professional_qualifications_e.g._nursing_teaching_text.txt"
[43] "demographics.none_of_the_above"
[44] "demographics.select_questionnaire_items_medical"
[45] "demographics.which_gender_do_you_identify_with"
[46] "demographics.which_gender_do_you_identify_with.txt"
[47] "demographics.do_you_identify_as_transgender"
[48] "demographics.what_is_your_sexual_orientation"
[49] "demographics.what_is_your_sexual_orientation.txt"
[50] "demographics.disability"
[51] "demographics.pleasetell_us_more.txt"
[52] "demographics.do_you_have_a_specific_diet"
[53] "demographics.do_you_have_a_specific_diet.txt"
[54] "demographics.aneurysm_clips_body_pacemakers"
[55] "demographics.tobacco_smoke_people39_hours.txt"
[56] "demographics.wake_middle_night_trouble"
[57] "demographics.questions_based_ethnic_origin"
[58] "demographics.questions_based_ethnic_origin.txt"
[59] "demographics.british"
[60] "demographics.irish_republic_of_ireland"
[61] "demographics.gypsy_or_irish_traveler"
[62] "demographics.spanish"
[63] "demographics.polish"
[64] "demographics.german"
[65] "demographics.french"
[66] "demographics.italian"
[67] "demographics.other_european"
[68] "demographics.other_european_text.txt"
[69] "demographics.other_e.g._american_australian_etc"
[70] "demographics.other_e.g._american_australian_etc_text.txt"
[71] "demographics.prefer_not_to_answer"
[72] "demographics.caribbean"
[73] "demographics.south_african"
[74] "demographics.kenyan"
[75] "demographics.nigerian"
[76] "demographics.ghanaian"
[77] "demographics.ugandan"
[78] "demographics.any_other_black_background"
[79] "demographics.any_other_black_background_text.txt"
[80] "demographics.prefer_not_to_answer.1"
[81] "demographics.indian"
[82] "demographics.pakistani"
[83] "demographics.chinese"
[84] "demographics.bangladeshi"
[85] "demographics.sri_lanka"
[86] "demographics.iranian"
[87] "demographics.other_asian_background"
[88] "demographics.other_asian_background_text.txt"
[89] "demographics.prefer_not_to_answer.2"
[90] "demographics.what_is_your_first_language"
[91] "demographics.epilepsy_or_convulsions"
[92] "demographics.migraines"
[93] "demographics.multiple_sclerosis"
[94] "demographics.parkinsons_disease"
[95] "demographics.severe_memory_loss_like_alzheimers"
[96] "demographics.none_of_the_above.1"
[97] "demographics.dont_know"
[98] "demographics.prefer_not_to_answer.3"
[99] "demographics.hay_fever"
[100] "demographics.drug_allergy_if_yes_which_drug"
[101] "demographics.drug_allergy_if_yes_which_drug_text.txt"
[102] "demographics.food_allergy_if_yes_which_food"
[103] "demographics.food_allergy_if_yes_which_food_text.txt"
[104] "demographics.any_other_allergy_if_yes_which_allergy"
[105] "demographics.allergy__text.txt"
[106] "demographics.osteoporosis_or_thin_bones"
[107] "demographics.osteoarthritis"
[108] "demographics.rheumatoid_arthritis"
[109] "demographics.other_arthritis"
[110] "demographics.other_arthritis_text.txt"
[111] "demographics.none_of_the_above.2"
[112] "demographics.prefer_not_to_answer.4"
[113] "demographics.dont_know.1"
[114] "demographics.asthma"
[115] "demographics.emphysema_or_chronic_bronchitis"
[116] "demographics.heart_attack_or_angina"
[117] "demographics.high_blood_cholesterol"
[118] "demographics.high_blood_pressure"
[119] "demographics.atrial_fibrillation"
[120] "demographics.stroke"
[121] "demographics.none_of_the_above.3"
[122] "demographics.dont_know.2"
[123] "demographics.prefer_not_to_answer.5"
[124] "demographics.crohns_disease"
[125] "demographics.ulcerative_colitis"
[126] "demographics.coeliac_disease"
[127] "demographics.diabetes_type_1_early_onset"
[128] "demographics.diabetes_type_2_late_onset"
[129] "demographics.pain_due_to_diabetes_diabetic_neuropathy"
[130] "demographics.pain_due_to_virus_post_herpetic_neuralgia"
[131] "demographics.none_of_the_above.4"
[132] "demographics.dont_know.3"
[133] "demographics.prefer_not_to_answer.6"
[134] "demographics.breast_cancer"
[135] "demographics.lung_cancer"
[136] "demographics.stomach_cancer"
[137] "demographics.colon_cancer"
[138] "demographics.uterus_cancer"
[139] "demographics.prostate_cancer"
[140] "demographics.none_of_the_above.5"
[141] "demographics.dont_know.4"
[142] "demographics.prefer_not_to_say"
[143] "demographics.psoriasis"
[144] "demographics.vitiligo"
[145] "demographics.eczema"
[146] "demographics.thyroid_disease_if_yes_please_specify"
[147] "demographics.thyroid_disease_if_yes_please_specify_text.txt"
[148] "demographics.none_of_the_above.6"
[149] "demographics.dont_know.5"
[150] "demographics.prefer_not_to_say.1"
[151] "demographics.listed_previously_told_illness"
[152] "demographics.listed_previously_told_illness.txt"
[153] "demographics.month"
[154] "demographics.day"
[155] "demographics.year"
[156] "demographics.white_white_european_or_caucasian"
[157] "demographics.south_asian"
[158] "demographics.east_asian"
[159] "demographics.south_east_asian"
[160] "demographics.black_african"
[161] "demographics.black_caribbean"
[162] "demographics.south_african.1"
[163] "demographics.arab"
[164] "demographics.any_other_mixed_background"
[165] "demographics.any_other_mixed_background_text.txt"
[166] "demographics.prefer_not_to_answer.7"
[167] "demographics.what_is_your_first_language.txt"
[168] "demographics.based_confirm_living_permanent"
[169] "demographics.talking_therapy_service_hear"
[170] "demographics.talking_therapy_service_glad"
[171] "demographics.glad_study_heard_healthcare.txt"
[172] "demographics.baby_pregnant_months"
[173] "demographics.includes_biological_adopted_step"
[174] "demographics.how_many_children_have_you_had"
[175] "demographics.child_1"
[176] "demographics.child_2"
[177] "demographics.child_3"
[178] "demographics.child_4"
[179] "demographics.child_5"
[180] "demographics.child_6"
[181] "demographics.child_7"
[182] "demographics.child_1.1"
[183] "demographics.child_2.1"
[184] "demographics.child_3.1"
[185] "demographics.child_4.1"
[186] "demographics.child_5.1"
[187] "demographics.child_6.1"
[188] "demographics.child_7.1"
[189] "demographics.child_1.2"
[190] "demographics.child_2.2"
[191] "demographics.child_3.2"
[192] "demographics.child_4.2"
[193] "demographics.child_5.2"
[194] "demographics.child_6.2"
[195] "demographics.child_7.2"
[196] "demographics."
[197] "demographics.child_1.3"
[198] "demographics.child_2.3"
[199] "demographics.child_3.3"
[200] "demographics.child_4.3"
[201] "demographics.child_5.3"
[202] "demographics.child_6.3"
[203] "demographics.child_7.3"
[204] "demographics.child_1.4"
[205] "demographics.child_2.4"
[206] "demographics.child_3.4"
[207] "demographics.child_4.4"
[208] "demographics.child_5.4"
[209] "demographics.child_6.4"
[210] "demographics.child_7.4"
[211] "demographics.text_box_list_live.txt" Select variables
[1] 93EDGI
Read in data
Select variables
GLAD and EDGI
Create data frame
Get summary of combined GLAD and EDI
NBR
Read in data
Select variables
Cohort information
Information on INTERVAL, COMPARE, and STRIDES http://www.donorhealth-btru.nihr.ac.uk/studies/
RAMP
Read in data
Select variables
Demographics variable creation
Gender categories synchronised
RAMP has the correct Gender categories so does not need editing.
Ethnicity recoding
Clean Age variable
Age outlier
Warning: `funs()` is deprecated as of dplyr 0.8.0.
Please use a list of either functions or lambdas:
# Simple named list:
list(mean = mean, median = median)
# Auto named with `tibble::lst()`:
tibble::lst(mean, median)
# Using lambdas
list(~ mean(., trim = .2), ~ median(., na.rm = TRUE))
This warning is displayed once every 8 hours.
Call `lifecycle::last_warnings()` to see where this warning was generated.Descriptive Statistics
dem.raw.id$Age
N: 39889
Age
----------------- ----------
Mean 38.15
Std.Dev 14.42
Min 16.00
Q1 26.00
Median 36.00
Q3 49.00
Max 93.00
MAD 16.31
IQR 23.00
CV 0.38
Skewness 0.47
SE.Skewness 0.01
Kurtosis -0.67
N.Valid 39456.00
Pct.Valid 98.91Categorise age into groups
In RAMP, age is indicated categorically: 16-18, 19-25, 26-35, 36-45, 46-55, 56-65, 66-70, 71-75, 76-80, 81-85, 86-90, 91-100, 100+ Age categories in GLAD, EDGI and NBR have been created to reflect this
Frequencies
dem.raw.id$age_category
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
------------ ------- --------- -------------- --------- --------------
16-18 1911 4.84 4.84 4.79 4.79
19-25 7236 18.34 23.18 18.14 22.93
26-35 10284 26.06 49.25 25.78 48.71
36-45 7413 18.79 68.04 18.58 67.30
46-55 7056 17.88 85.92 17.69 84.99
56-65 4069 10.31 96.23 10.20 95.19
66-70 867 2.20 98.43 2.17 97.36
71-75 468 1.19 99.61 1.17 98.53
76-80 114 0.29 99.90 0.29 98.82
81-85 26 0.07 99.97 0.07 98.88
86-90 9 0.02 99.99 0.02 98.91
91-100 3 0.01 100.00 0.01 98.91
<NA> 433 1.09 100.00
Total 39889 100.00 100.00 100.00 100.00Highest education (prepandemic, GLAD & EDGI)
Proceed along qualifications fields. If field is not blank, take that as highest qual. If field is blank, check next field. If all fields are blank, NA Assumes University degree > A level > NVQ > GCSE/O Level/CSE
Frequencies
dem.raw.id$highest_education_prepan
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
---------------- ------- --------- -------------- --------- --------------
GCSE/CSE 4773 12.76 12.76 11.97 11.97
NVQ 3340 8.93 21.69 8.37 20.34
A-levels 8722 23.31 45.00 21.87 42.20
University 20576 55.00 100.00 51.58 93.79
<NA> 2478 6.21 100.00
Total 39889 100.00 100.00 100.00 100.00Employment
GLAD
Read in data
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "employment.phd"
[5] "employment.masters_degree_or_equivalent"
[6] "employment.postgraduate_degree_or_equivalent"
[7] "employment.bachelors_degree_or_equivalent"
[8] "employment.a_levelsas_levels_or_equivalent"
[9] "employment.o_levelsgcses_or_equivalent"
[10] "employment.cses_or_equivalent"
[11] "employment.nvq_or_hnd_or_hnc_or_equivalent"
[12] "employment.other_professional_qualifications_e.g._nursing_teaching"
[13] "employment.other_professional_qualifications_e.g._nursing_teaching_text.txt"
[14] "employment.none_of_the_above"
[15] "employment.fulltime_employed"
[16] "employment.parttime_employed"
[17] "employment.unemployed"
[18] "employment.zerohours_contract"
[19] "employment.stayathome_parent_or_carer"
[20] "employment.selfemployed"
[21] "employment.contract_or_freelance_work"
[22] "employment.small_business_owner"
[23] "employment.receiving_state_income"
[24] "employment.retired"
[25] "employment.student_gcse_or_a_level"
[26] "employment.student_university"
[27] "employment.my_employment_status_has_not_changed"
[28] "employment.became_unemployed"
[29] "employment.reduction_in_hours"
[30] "employment.reduction_in_salary"
[31] "employment.benefits_increased"
[32] "employment.benefits_decreased"
[33] "employment.change_in_duties_or_responsibilities"
[34] "employment.became_employed"
[35] "employment.increased_hours"
[36] "employment.increased_salary"
[37] "employment.furloughed_or_paid_leave_government_funded"
[38] "employment.furloughed_or_paid_leave_company_funded"
[39] "employment.paid_leave_furloughed"
[40] "employment.taking_unpaid_leave"
[41] "employment.other"
[42] "employment.other_text.txt"
[43] "employment.no_impact"
[44] "employment.cancelled_exams"
[45] "employment.change_in_format_of_exams"
[46] "employment.automatic_pass"
[47] "employment.change_in_deadlines"
[48] "employment.change_in_lesson_delivery"
[49] "employment.past_performance_grade_decided"
[50] "employment.cancelled_classes"
[51] "employment.cannot_complete_degree"
[52] "employment.impact_on_studies_still_unknown"
[53] "employment.other.1"
[54] "employment.other_text.txt.1"
[55] "employment.complete_home_work"
[56] "employment.are_you_currently_working_from_home"
[57] "employment.attend_work_encouraged_work"
[58] "employment.government_work_key_workers"
[59] "employment.government_work_key_workers.txt"
[60] "employment.role_type"
[61] "employment.role_type.1"
[62] "employment.role_type.txt"
[63] "employment.does_your_job_include_caring_for_others"
[64] "employment.is_your_job_public_facing_"
[65] "employment.job_due_losing_risk"
[66] "employment.increased_job_due_pandemic" Select variables
[1] 382EDGI
Read in data
Select variables
NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Highest education (baseline, GLAD, EDGI, NBR)
Proceed along qualifications fields. If field is not blank, take that as highest qual. If field is blank, check next field. If all fields are blank, NA Assumes University degree > A level > NVQ > GCSE/O Level/CSE
Frequencies
employment.raw.id$highest_education
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
---------------- ------- --------- -------------- --------- --------------
GCSE/CSE 1086 8.82 8.82 8.52 8.52
NVQ 928 7.54 16.36 7.28 15.80
A-levels 2735 22.22 38.58 21.46 37.26
University 7559 61.42 100.00 59.31 96.58
<NA> 436 3.42 100.00
Total 12744 100.00 100.00 100.00 100.00Highest education (baseline, RAMP)
Check highest education coding for RAMP
Key worker status
Frequencies
employment.raw.id$key_worker
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
------------------- ------- --------- -------------- --------- --------------
No key worker 7315 57.57 57.57 57.40 57.40
Key worker 5391 42.43 100.00 42.30 99.70
<NA> 38 0.30 100.00
Total 12744 100.00 100.00 100.00 100.00Columns to exclude from add_numeric
mhd
GLAD
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "mhd.mental_distress_prevented_suffered"
[5] "mhd.unusual_experiences_mental_distress"
[6] "mhd.depression"
[7] "mhd.pregnancy_depression"
[8] "mhd.premenstrual_dysphoric_disorder_pmdd"
[9] "mhd.mania_hypomania_bipolar_or_manicdepression"
[10] "mhd.anxiety_nerves_or_generalised_anxiety_disorder"
[11] "mhd.social_anxiety_or_social_phobia"
[12] "mhd.specific_phobia_e.g._phobia_of_flying"
[13] "mhd.agoraphobia"
[14] "mhd.panic_disorder"
[15] "mhd.panic_attacks"
[16] "mhd.posttraumatic_stress_disorder_ptsd"
[17] "mhd.obsessivecompulsive_disorder_ocd"
[18] "mhd.body_dysmorphic_disorder_bdd"
[19] "mhd.obsessive_compulsive_related_disorders"
[20] "mhd.obsessive_compulsive_related_disorders.txt"
[21] "mhd.none_of_the_above"
[22] "mhd.dont_know"
[23] "mhd.prefer_not_to_answer"
[24] "mhd.anorexia_nervosa"
[25] "mhd.atypical_anorexia_nervosa"
[26] "mhd.bulimia_nervosa"
[27] "mhd.psychological_overeating_or_bingeeating"
[28] "mhd.schizophrenia"
[29] "mhd.schizoaffective_disorder"
[30] "mhd.type_psychosis_psychotic_illness"
[31] "mhd.personality_disorder"
[32] "mhd.autism_aspergers_or_autistic_spectrum_disorder"
[33] "mhd.attention_deficit_hyperactivity_disorder"
[34] "mhd.other_please_tell_us_more"
[35] "mhd.other_please_tell_us_more_text.txt"
[36] "mhd.none_of_the_above.1"
[37] "mhd.dont_know.1"
[38] "mhd.prefer_not_to_answer.1"
[39] "mhd.personality_disorder_diagnosed" [1] 93EDGI
NBR
RAMP
Grouping mental health disorders
#Disorder groupings - from COPING/RAMP analysis minutes 1. Depressive disorder group: major depression, antenatal/postnatal depression, premenstrual depression. The logic for this has been double checked for males - KT/MD. 2. Anxiety group: generalised anxiety, social anxiety, specific phobia, agoraphobia, panic_disorder, panic_attacks. 3. Agoraphobia and panic_disorder group: panic_disorder, agoraphobia, panic_attacks. 4. Eating disorders group: anorexianervosa, atypical anorexia nervosa, bulimia nervosa, overeating or bingeeating. 5. Obsessive complusive disorders: obsessive compulaive disorder, obsessive compulsive related disorders. 6. Psychotic disorders: schizophrenia, schizoaffective disorder, general psychosis or psychotic illness. 7. Personality disorders: cluster A, cluster B, cluster C 8. Control group: no diagnosed disorders.
Disorders of interest MDD and other depressive disorders Anxiety, nerves or generalised anxiety disorder Social anxiety Specific phobia Agoraphobia/panic disorder/panic attacks OCD (& OCD-related disorders e.g., skin picking?) PTSD Bipolar Eating disorders (Anorexia, BE-type EDs) Personality disorder: Clusters A, B, and C No-diagnosis group
Analysis plan of Disorders: KY and KP analysis plan 1. Basic: any anxiety or unipolar depressive disorder vs. those with no prior diagnosis 2. Specific: breakdown by type of prior anxiety (& related) disorder diagnosis 3. Breakdown by COVID or not (using COVIDENCE/Zoe algorithm)
Depressive disorders
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$depressive_disorders
Type: Factor
Freq % Valid % Total
---------------------------- ------- --------- ---------
No depressive disorder 4205 10.96 10.54
Depressive disorder 34179 89.04 85.69
<NA> 1505 3.77
Total 39889 100.00 100.00Anxiety disorders
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$anxiety_disorders
Type: Factor
Freq % Valid % Total
------------------------- ------- --------- ---------
No anxiety disorder 4677 12.99 11.73
Anxiety disorder 31338 87.01 78.56
<NA> 3874 9.71
Total 39889 100.00 100.00Agoraphobia and panic disorder group
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$agoraphobia_panic_disorder
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------------------------------- ------- --------- -------------- --------- --------------
No agoraphobia/panic disorder 14584 48.49 48.49 36.56 36.56
Agoraphobia/panic disorder 15495 51.51 100.00 38.85 75.41
<NA> 9810 24.59 100.00
Total 39889 100.00 100.00 100.00 100.00Depression and anxiety comorbidity
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$depression_and_anxiety
Type: Factor
Freq % Valid % Total
--------------------------------------- ------- --------- ---------
No depressive or anxiety disorder 1088 3.02 2.73
Depressive and anxiety disorder 28513 79.17 71.48
Only depressive disorder 3589 9.97 9.00
Only anxiety disorder 2825 7.84 7.08
<NA> 3874 9.71
Total 39889 100.00 100.00Eating disorders
There is routing questionnaire if participants have been diagnosed with an eating disorder and afterwards they get asked the specific disorders. Therefore, mhd.suspected_eating_disorder_diagnosed_numeric needs to be recoded as 0 otherwise they would be NAs.
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$eating_disorders
Type: Factor
Freq % Valid % Total
------------------------ ------- --------- ---------
No eating disorder 33883 88.53 84.94
Eating disorder 4390 11.47 11.01
<NA> 1616 4.05
Total 39889 100.00 100.00For EDGI does not include other eating disorders, such as purging disorder, rumination disorder, ARFID, or Pica
Eating disorders with binge eating vs eating disorders without Caveat: Anorexia nervosa can have binge eating as well. Therefore, this would need an additional variable from the ED100K
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$restricting_vs_binge_eating_eating_disorders
Type: Factor
Freq % Valid % Total
--------------------------------------- ------- --------- ---------
No eating disorder 33883 88.53 84.94
Anorexia nervosa 1966 5.14 4.93
Eating disorder with binge eating 2424 6.33 6.08
<NA> 1616 4.05
Total 39889 100.00 100.00Obsessive compulsive disorders
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$obsessive_compulsive_disorders
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
-------------------------------------- ------- --------- -------------- --------- --------------
No obsessive compulsive disorder 32794 85.44 85.44 82.21 82.21
Obsessive compulsive disorder 5590 14.56 100.00 14.01 96.23
<NA> 1505 3.77 100.00
Total 39889 100.00 100.00 100.00 100.00Psychotic disorders
“mhd.schizophrenia_numeric”
“mhd.schizoaffective_disorder_numeric”
“mhd.type_psychosis_psychotic_illness_numeric”
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$psychotic_disorders
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
--------------------------- ------- --------- -------------- --------- --------------
No psychotic disorder 36886 96.38 96.38 92.47 92.47
Psychotic disorder 1387 3.62 100.00 3.48 95.95
<NA> 1616 4.05 100.00
Total 39889 100.00 100.00 100.00 100.00Overlap between self-report schizophrenia and bipolar disorder +++CH: Check overlap between schizophrenia group and bipolar disorder ++KT: Only 63 with comorbid self-report bipolar disorder and schizophrenia. More likely to have shared symptoms, less likely to have confirmed diagnoses of both. Could be too severe to be in GLAD?
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$bipolar_and_schizophrenia
Type: Factor
Freq % Valid % Total
-------------------------------------- ------- --------- ---------
No psychotic or bipolar disorder 34640 90.51 86.84
Psychotic and bipolar disorder 553 1.44 1.39
Only psychotic disorder 833 2.18 2.09
Only bipolar disorder 2245 5.87 5.63
<NA> 1618 4.06
Total 39889 100.00 100.00Autism spectrum disorder
Frequencies
mhd.raw.id$autism_spectrum_disorder
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
--------------------------------- ------- --------- -------------- --------- --------------
No autism spectrum disorder 37021 96.73 96.73 92.81 92.81
Autism spectrum disorder 1252 3.27 100.00 3.14 95.95
<NA> 1616 4.05 100.00
Total 39889 100.00 100.00 100.00 100.00Personality disorders
++KT: For all cluster coding chunks - have added other clusters as == 0, so that they are not coerced into NAs. Cluster A 1. Paranoid 28 ( 1.0%) 2. Schizoid 15 ( 0.5%) 3. Schizotypal 14 ( 0.5%)
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$personality_cluster_a
Type: Factor
Freq % Valid % Total
--------------------------------------- ------- --------- ---------
No personality disorder cluster A 37954 99.84 95.15
Personality disorder cluster A 61 0.16 0.15
<NA> 1874 4.70
Total 39889 100.00 100.00Cluster B 4. Antisocial 24 ( 0.8%) 5. Borderline 2553 (89.4%) 6. Histrionic 7 ( 0.2%) 7. Narcissistic 8 ( 0.3%)
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$personality_cluster_b
Type: Factor
Freq % Valid % Total
--------------------------------------- ------- --------- ---------
No personality disorder cluster B 35384 93.08 88.71
Personality disorder cluster B 2631 6.92 6.60
<NA> 1874 4.70
Total 39889 100.00 100.00Cluster C 8. Avoidant/anxious 133 ( 4.7%) 9. Dependent 29 ( 1.0%) 10. Obsessive-compulsive
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$personality_cluster_c
Type: Factor
Freq % Valid % Total
--------------------------------------- ------- --------- ---------
No personality disorder cluster C 37805 99.45 94.78
Personality disorder cluster C 210 0.55 0.53
<NA> 1874 4.70
Total 39889 100.00 100.00Controls
These individuals have no self report diagnosis of any kind that we measure.
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$control
Type: Factor
Freq % Valid % Total
---------------- ------- --------- ---------
No control 37694 98.50 94.50
Control 573 1.50 1.44
<NA> 1622 4.07
Total 39889 100.00 100.00Inspect the participants that do not qualify as double “None of these”
Total disorder count
Frequencies
mhd.raw.id$disorders_total_count
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 854 2.38 2.14
1 4879 13.59 12.23
2 16792 46.77 42.10
3 7828 21.80 19.62
4 3360 9.36 8.42
5 1387 3.86 3.48
6 540 1.50 1.35
7 190 0.53 0.48
8 58 0.16 0.15
9 15 0.04 0.04
10 1 0.00 0.00
<NA> 3985 9.99
Total 39889 100.00 100.00Comorbidity count
Frequencies
mhd.raw.id$comorbidity_total_count_numeric
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 4879 13.92 12.23
1 16792 47.91 42.10
2 7828 22.33 19.62
3 3360 9.59 8.42
4 1387 3.96 3.48
5 540 1.54 1.35
6 190 0.54 0.48
7 58 0.17 0.15
8 15 0.04 0.04
9 1 0.00 0.00
<NA> 4839 12.13
Total 39889 100.00 100.00Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$comorbidity_total_count_factor
Type: Factor
Freq % Valid % Total
-------------------------- ------- --------- ---------
No comorbidity 4879 13.92 12.23
1 comorbid disoder 16792 47.91 42.10
2 comorbid disoders 7828 22.33 19.62
3+ comorbid disoders 5551 15.84 13.92
<NA> 4839 12.13
Total 39889 100.00 100.00Inspection
Create new dataframe with the derived categories
Prepandemic
GAD (prepan)
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "gad.longest_period_continued_kind"
[5] "gad.longest_period_continued_kind.1"
[6] "gad.lot_people_things_situation"
[7] "gad.people_period_worry_stronger"
[8] "gad.did_you_worry_most_days"
[9] "gad.job_security_failing_health"
[10] "gad.stop_worrying_difficult_find"
[11] "gad.mind_worries_time"
[12] "gad.matter_hard_strong_put"
[13] "gad.control_difficult_find_worry"
[14] "gad.restless"
[15] "gad.keyed_up_or_on_edge"
[16] "gad.easily_tired"
[17] "gad.mind_difficulty_keeping"
[18] "gad.more_irritable_than_usual"
[19] "gad.having_tense_sore_or_aching_muscles"
[20] "gad.often_having_trouble_falling_or_staying_asleep"
[21] "gad.medication_prescribed"
[22] "gad.anxiety_medication_prescribed_week"
[23] "gad.unprescribed_medication_more_than_once"
[24] "gad.drugs_or_alcohol_more_than_once"
[25] "gad.talking_therapy_psychotherapy"
[26] "gad.structured_wellbeing_activity"
[27] "gad.regular_physical_exercise_e.g._yoga_running_walking"
[28] "gad.none_of_the_above"
[29] "gad.prefer_not_to_answer"
[30] "gad.including_study_problems_interfere"
[31] "gad.did_you_take_your_medication_as_advised"
[32] "gad.did_you_find_the_medication_helpful"
[33] "gad.counselling"
[34] "gad.group_therapy"
[35] "gad.cognitive_behavioral_therapy_cbt"
[36] "gad.mindfulness"
[37] "gad.guided_selfhelp"
[38] "gad.workshops"
[39] "gad.online_therapy"
[40] "gad.family_therapy"
[41] "gad.relationship_therapy"
[42] "gad.other"
[43] "gad.other_text.txt"
[44] "gad.never_tried_psychotherapy_or_other_talking_therapies"
[45] "gad.dont_know"
[46] "gad.prefer_not_to_answer.1"
[47] "gad.professional_problems"
[48] "gad.enrolled_psychotherapy_nhs_funded"
[49] "gad.longest_period_continued_kind.2"
[50] "gad.life_lasting_months_kind"
[51] "gad.life_lasting_estimate_number"
[52] "gad.age_fine_put_years.txt"
[53] "gad.age_fine_put_years.txt.1"
[54] "gad.talking_therapy_complete_psychotherapy"
[55] "gad.talking_therapy_helpful_find"
[56] "gad.longest_period_continued_kind.3"
[57] "gad.longest_period_continued_kind.4"
[58] "gad.life_lasting_month_longer"
[59] "gad.life_lasting_month_longer.1"
[60] "gad.age_fine_put_years.txt.2"
[61] "gad.age_fine_put_years.txt.3"
[62] "gad.feeling_nervous_anxious_or_on_edge"
[63] "gad.control_worrying_stop"
[64] "gad.worrying_too_much_about_different_things"
[65] "gad.trouble_relaxing"
[66] "gad.sit_restless_hard"
[67] "gad.becoming_easily_annoyed_or_irritable"
[68] "gad.awful_feeling_afraid_happen"
[69] "gad.tense_anxious_felt_worried" [1] 93Calculate sum score for GAD-7 Max should be 21.
*Note that scores with missingness will be changed to NA later in the script
Warning in scoreItems(keys = gad.items_key_prepan, items =
prepan.gad.raw.id[gad.items_prepan], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
prepan.gad.raw.id$gad.sum_score_prepan_raw
N: 39889
gad.sum_score_prepan_raw
--------------- --------------------------
Mean 8.87
Std.Dev 6.36
Min 0.00
Median 8.00
Max 21.00
N.Valid 39889.00
Pct.Valid 100.00missingness (NAs per person)
prepandemic
Frequencies
prepan.gad.raw.id$na_per_person_gad_prepan
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 36807 92.27 92.27
1 55 0.14 0.14
2 9 0.02 0.02
3 5 0.01 0.01
4 3 0.01 0.01
5 5 0.01 0.01
7 3005 7.53 7.53
<NA> 0 0.00
Total 39889 100.00 100.00Descriptive Statistics
prepan.gad.raw.id$gad.sum_score_prepan
N: 39889
gad.sum_score_prepan
--------------- ----------------------
Mean 9.60
Std.Dev 6.07
Min 0.00
Median 9.00
Max 21.00
N.Valid 36807.00
Pct.Valid 92.27PCL (prepan)
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "pcl.visit_www_skip_button"
[5] "pcl.i_felt_loved"
[6] "pcl.family_hit_bruises_left"
[7] "pcl.felt_family_hated"
[8] "pcl.someone_molested_me"
[9] "pcl.needed_doctor"
[10] "pcl.sexual_assault_stranger_victim"
[11] "pcl.mugged_robbed_victim_attacked"
[12] "pcl.accident_believed_threatening_time"
[13] "pcl.witnessed_a_sudden_violent_death"
[14] "pcl.been_diagnosed_with_a_lifethreatening_illness"
[15] "pcl.combat_war_exposed_involved"
[16] "pcl.stressful_experience_repeated_images"
[17] "pcl.stressful_experience_upset_reminded"
[18] "pcl.stressful_situation_avoiding_activities"
[19] "pcl.cut_people_feeling_distant"
[20] "pcl.feeling_irritable_or_having_angry_outbursts"
[21] "pcl.difficulty_concentrating"
[22] "pcl.i_have_been_in_a_confiding_relationship"
[23] "pcl.partner_violence_partner_deliberately"
[24] "pcl.felt_worthless_partner_extent"
[25] "pcl.partner_sexually_interfered_partner"
[26] "pcl.pay_rent_money_mortgage"
[27] "pcl.i_have_been_in_a_confiding_relationship.1"
[28] "pcl.partner_violence_partner_deliberately.1"
[29] "pcl.felt_worthless_partner_extent.1"
[30] "pcl.partner_sexually_interfered_partner.1"
[31] "pcl.pay_rent_money_mortgage.1" [1] 93Calculate sum score for PCL-6
*Note that scores with missingness will be changed to NA later in the script
Warning in scoreItems(keys = pcl.items_key_prepan, items =
prepan.pcl.raw.id[pcl.items_prepan], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
prepan.pcl.raw.id$pcl.sum_score_prepan_raw
N: 39889
pcl.sum_score_prepan_raw
--------------- --------------------------
Mean 14.42
Std.Dev 7.65
Min 0.00
Median 14.00
Max 30.00
N.Valid 39889.00
Pct.Valid 100.00Missigness
prepandemic
Frequencies
prepan.pcl.raw.id$na_per_person_pcl_prepan
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 35741 89.60 89.60
1 21 0.05 0.05
2 3 0.01 0.01
3 4 0.01 0.01
5 2 0.01 0.01
6 4118 10.32 10.32
<NA> 0 0.00
Total 39889 100.00 100.00Descriptive Statistics
prepan.pcl.raw.id$pcl.sum_score_prepan
N: 39889
pcl.sum_score_prepan
--------------- ----------------------
Mean 16.08
Std.Dev 6.21
Min 6.00
Median 15.00
Max 30.00
N.Valid 35741.00
Pct.Valid 89.60PHQ (prepan)
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "phq.counselling"
[5] "phq.mindfulness"
[6] "phq.relationship_therapy"
[7] "phq.group_therapy"
[8] "phq.guided_selfhelp"
[9] "phq.family_therapy"
[10] "phq.cognitive_behavioral_therapy_cbt"
[11] "phq.workshops"
[12] "phq.online_therapy"
[13] "phq.other"
[14] "phq.other_text.txt"
[15] "phq.never_tried_psychotherapy_or_other_talking_therapy"
[16] "phq.dont_know"
[17] "phq.prefer_not_to_answer"
[18] "phq.ticked_happened_period_time"
[19] "phq.legal_troubles_arguments_fights"
[20] "phq.blood_relatives_bipolar_disorder"
[21] "phq.bipolar_disorder_depressive_illness"
[22] "phq.prefer_not_to_answer.1"
[23] "phq.dont_know.1"
[24] "phq.hyper_normal_people_thought"
[25] "phq.start_fights_shouted_arguments"
[26] "phq.confident_usual_felt"
[27] "phq.miss_found_sleep_usual"
[28] "phq.faster_spoke_talkative_usual"
[29] "phq.slow_head_mind_thoughts"
[30] "phq.staying_track_trouble_concentrating"
[31] "phq....you_had_much_more_energy_than_usual"
[32] "phq.active_usual_things"
[33] "phq.outgoing_middle_night_usual"
[34] "phq.interested_sex_usual"
[35] "phq.excessive_foolish_risky_unusual"
[36] "phq.trouble_family_spending_money"
[37] "phq.highquot_irritablequot_quot_longest"
[38] "phq.did_you_take_your_medication_as_advised"
[39] "phq.did_you_find_the_medication_helpful"
[40] "phq.hyper_normal_people_thought.1"
[41] "phq.start_fights_shouted_arguments.1"
[42] "phq.confident_usual_felt.1"
[43] "phq.miss_found_sleep_usual.1"
[44] "phq.faster_spoke_talkative_usual.1"
[45] "phq.slow_head_mind_thoughts.1"
[46] "phq.staying_track_trouble_concentrating.1"
[47] "phq....you_had_much_more_energy_than_usual.1"
[48] "phq.active_usual_things.1"
[49] "phq.outgoing_middle_night_usual.1"
[50] "phq.interested_sex_usual.1"
[51] "phq.excessive_foolish_risky_unusual.1"
[52] "phq.trouble_family_spending_money.1"
[53] "phq.mood_brighten_response_positive"
[54] "phq.arms_legs_experience_heavy"
[55] "phq.were_you_overly_sensitive_to_interpersonal_rejection"
[56] "phq.was_your_mood_worse"
[57] "phq.10lbs_weight_change"
[58] "phq.low_mood_weeks_life"
[59] "phq.low_mood_begin_long"
[60] "phq.recent_episode_antidepressantmedications_low"
[61] "phq.prescribe_add_augmentation_medications"
[62] "phq.have_you_received_electroconvulsive_therapy"
[63] "phq.average_hours_sleep_depression.txt"
[64] "phq.average_hours_sleep_day.txt"
[65] "phq.appetite_change_experience"
[66] "phq.forhow_hours_day_heaviness.txt"
[67] "phq.aprofessional_problems"
[68] "phq.close_relative_significant_illness"
[69] "phq.mania_high_psychosis_low"
[70] "phq.diagnosis_psychosis_episode_primary"
[71] "phq.little_interest_or_pleasure_in_doing_things"
[72] "phq.feeling_down_depressed_or_hopeless"
[73] "phq.staying_asleep_sleeping_trouble"
[74] "phq.feeling_tired_or_having_little_energy"
[75] "phq.poor_appetite_or_overeating"
[76] "phq.feeling_bad_failure_family"
[77] "phq.trouble_concentrating_reading_newspaper"
[78] "phq.moving_fidgety_noticed_opposite"
[79] "phq.dead_hurting_thoughts"
[80] "phq.felt_sad_blue_row"
[81] "phq.lost_interest_give_hobbies"
[82] "phq.enrolled_psychotherapy_nhs_funded"
[83] "phq.day_feelings"
[84] "phq.did_you_feel_this_way"
[85] "phq.tired_energy_usual_low"
[86] "phq.longest_episode_low_mood"
[87] "phq.experienced_depression_low_mood"
[88] "phq.talking_therapy_complete_psychotherapy"
[89] "phq.talking_therapy_helpful_find"
[90] "phq.section_skip_questions_low"
[91] "phq.didyour_weight_change"
[92] "phq.did_your_sleep_change"
[93] "phq.trouble_falling_asleep"
[94] "phq.waking_too_early"
[95] "phq.sleeping_too_much"
[96] "phq.depression_episode_sleeping"
[97] "phq.trouble_concentrating_lot_usual"
[98] "phq.worthless_good_feel_people"
[99] "phq.death_lot_general"
[100] "phq.long_altogether_feel"
[101] "phq.including_study_problems_interfere"
[102] "phq.low_mood_weeks_life.1"
[103] "phq.age_fine_put_weeks.txt"
[104] "phq.giving_birth_natal_depression"
[105] "phq.age_fine_put_weeks.txt.1"
[106] "phq.medication_prescribed_weeks"
[107] "phq.unprescribed_medication_more_than_once"
[108] "phq.drugs_or_alcohol_more_than_once"
[109] "phq.talking_therapy_psychotherapy"
[110] "phq.structured_wellbeing_activity"
[111] "phq.regular_physical_exercise_e.g._yoga_running_walking"
[112] "phq.none_of_the_above"
[113] "phq.prefer_not_to_answer.2" [1] 93Calculate sum score for PHQ-9
*Note that scores with missingness will be changed to NA later in the script
Warning in scoreItems(keys = phq.items_key_prepan, items =
prepan.phq.raw.id[phq.items_prepan], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
prepan.phq.raw.id$phq.sum_score_prepan_raw
N: 39889
phq.sum_score_prepan_raw
--------------- --------------------------
Mean 11.54
Std.Dev 7.25
Min 0.00
Median 11.00
Max 27.00
N.Valid 39889.00
Pct.Valid 100.00PHQ missingness (NAs per person)
prepandemic
Frequencies
prepan.phq.raw.id$na_per_person_phq_prepan
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 38072 95.44 95.44
1 82 0.21 0.21
2 15 0.04 0.04
3 12 0.03 0.03
5 2 0.01 0.01
6 4 0.01 0.01
7 1 0.00 0.00
8 6 0.02 0.02
9 1695 4.25 4.25
<NA> 0 0.00
Total 39889 100.00 100.00Frequencies
prepan.phq.raw.id$phq.missing_only_suicide_item_prepan
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 39860 99.93 99.93
1 29 0.07 0.07
<NA> 0 0.00
Total 39889 100.00 100.00all times
Descriptive Statistics
prepan.phq.raw.id$phq.sum_score_prepan
N: 39889
phq.sum_score_prepan
--------------- ----------------------
Mean 12.05
Std.Dev 6.98
Min 0.00
Median 11.00
Max 27.00
N.Valid 38072.00
Pct.Valid 95.44+++CH: THINK ABOUT THIS!!!
8 items
Descriptive Statistics
prepan.phq.raw.id$phq.sum_score_8items_prepan
N: 39889
phq.sum_score_8items_prepan
--------------- -----------------------------
Mean 11.54
Std.Dev 7.25
Min 0.00
Median 11.00
Max 27.00
N.Valid 39889.00
Pct.Valid 100.00OCIR (prepan)
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "ocir.i_repeatedly_check_doors_windows_drawers_etc."
[5] "ocir.arranged_things_change_upset"
[6] "ocir.repeat_feel_numbers"
[7] "ocir.clean_simply_wash_feel"
[8] "ocir.mind_upset_unpleasant_thoughts"
[9] "ocir.afraid_avoid_throwing_things"
[10] "ocir.light_switches_water_taps"
[11] "ocir.arranged_things"
[12] "ocir.good_feel_bad_numbers"
[13] "ocir.hands_longer_wash"
[14] "ocir.saved_things"
[15] "ocir.frequently_difficulty_rid_nasty"
[16] "ocir.i_check_things_more_often_than_necessary."
[17] "ocir.arranged_properly_objects_upset"
[18] "ocir.feel_compelled_count_things"
[19] "ocir.strangers_touch_touched_difficult"
[20] "ocir.control_difficult_find_thoughts"
[21] "ocir.i_collect_things_i_dont_need" [1] 0Calculate sum score for OCI-R
*Note that scores with missingness will be changed to NA later in the script
Warning in scoreItems(keys = ocir.items_key_prepan, items =
prepan.ocir.raw.id[ocir.items_prepan], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
prepan.ocir.raw.id$ocir.sum_score_prepan_raw
N: 4269
ocir.sum_score_prepan_raw
--------------- ---------------------------
Mean 20.95
Std.Dev 13.37
Min 0.00
Median 18.00
Max 72.00
N.Valid 4269.00
Pct.Valid 100.00prepandemic
Frequencies
prepan.ocir.raw.id$na_per_person_ocir_prepan
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 4232 99.13 99.13
1 6 0.14 0.14
4 1 0.02 0.02
7 1 0.02 0.02
10 2 0.05 0.05
13 4 0.09 0.09
16 5 0.12 0.12
18 18 0.42 0.42
<NA> 0 0.00
Total 4269 100.00 100.00Descriptive Statistics
prepan.ocir.raw.id$ocir.sum_score_prepan
N: 4269
ocir.sum_score_prepan
--------------- -----------------------
Mean 21.09
Std.Dev 13.31
Min 0.00
Median 18.00
Max 72.00
N.Valid 4232.00
Pct.Valid 99.13COPING GAD-7
GLAD
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "gad.problems_made_difficult_care"
[5] "gad.pandemic_felt_feelings"
[6] "gad.feeling_nervous_anxious_or_on_edge"
[7] "gad.control_worrying_stop"
[8] "gad.worrying_too_much_about_different_things"
[9] "gad.trouble_relaxing"
[10] "gad.sit_restless_hard"
[11] "gad.becoming_easily_annoyed_or_irritable"
[12] "gad.awful_feeling_afraid_happen"
[13] "gad.feeling_nervous_anxious_or_on_edge.1"
[14] "gad.control_worrying_stop.1"
[15] "gad.worrying_too_much_about_different_things.1"
[16] "gad.trouble_relaxing.1"
[17] "gad.sit_restless_hard.1"
[18] "gad.becoming_easily_annoyed_or_irritable.1"
[19] "gad.awful_feeling_afraid_happen.1" [1] 382EDGI
NBR
RAMP
Sum scores
Calculate sum score for GAD-7 retrospective
Warning in scoreItems(keys = gad.items_key_retro, items =
coping.gad.raw.id[gad.items_retro], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
coping.gad.raw.id$gad.sum_score_retro_raw
N: 12744
gad.sum_score_retro_raw
--------------- -------------------------
Mean 4.44
Std.Dev 4.92
Min 0.00
Median 3.00
Max 21.00
N.Valid 12744.00
Pct.Valid 100.00Calculate sum score for GAD-7 baseline
Warning in scoreItems(keys = gad.items_key_base, items =
coping.gad.raw.id[gad.items_base], : Specifying totals = TRUE without imputation
can lead to serious problems. Are you sure?Descriptive Statistics
coping.gad.raw.id$gad.sum_score_base_raw
N: 12744
gad.sum_score_base_raw
--------------- ------------------------
Mean 8.47
Std.Dev 5.83
Min 0.00
Median 7.00
Max 21.00
N.Valid 12744.00
Pct.Valid 100.00Missingness
baseline
Frequencies
coping.gad.raw.id$na_per_person_gad_base
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 12717 99.79 99.79
1 14 0.11 0.11
2 3 0.02 0.02
3 3 0.02 0.02
5 3 0.02 0.02
6 3 0.02 0.02
7 1 0.01 0.01
<NA> 0 0.00
Total 12744 100.00 100.00Frequencies
coping.gad.raw.id$na_per_person_gad_retro
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 9099 71.40 71.40
1 9 0.07 0.07
3 1 0.01 0.01
4 1 0.01 0.01
5 1 0.01 0.01
6 2 0.02 0.02
7 3631 28.49 28.49
<NA> 0 0.00
Total 12744 100.00 100.00Descriptive Statistics
coping.gad.raw.id$gad.sum_score_base_raw
N: 12744
gad.sum_score_base_raw
--------------- ------------------------
Mean 8.47
Std.Dev 5.83
Min 0.00
Median 7.00
Max 21.00
N.Valid 12744.00
Pct.Valid 100.00Descriptive Statistics
coping.gad.raw.id$gad.sum_score_base
N: 12744
gad.sum_score_base
--------------- --------------------
Mean 8.48
Std.Dev 5.83
Min 0.00
Median 7.00
Max 21.00
N.Valid 12717.00
Pct.Valid 99.79Descriptive Statistics
coping.gad.raw.id$gad.sum_score_retro_raw
N: 12744
gad.sum_score_retro_raw
--------------- -------------------------
Mean 4.44
Std.Dev 4.92
Min 0.00
Median 3.00
Max 21.00
N.Valid 12744.00
Pct.Valid 100.00Descriptive Statistics
coping.gad.raw.id$gad.sum_score_retro
N: 12744
gad.sum_score_retro
--------------- ---------------------
Mean 6.21
Std.Dev 4.78
Min 0.00
Median 5.00
Max 21.00
N.Valid 9099.00
Pct.Valid 71.40Inspection
COPING: PCL-6
GLAD
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "pcl.stressful_experience_repeated_images"
[5] "pcl.stressful_experience_upset_reminded"
[6] "pcl.avoiding_activities_stressful_experience"
[7] "pcl.cut_people_feeling_distant"
[8] "pcl.feeling_irritable_or_having_angry_outbursts"
[9] "pcl.difficulty_concentrating"
[10] "pcl.stressful_experience_repeated_images.1"
[11] "pcl.stressful_experience_upset_reminded.1"
[12] "pcl.avoiding_activities_stressful_experience.1"
[13] "pcl.cut_people_feeling_distant.1"
[14] "pcl.feeling_irritable_or_having_angry_outbursts.1"
[15] "pcl.difficulty_concentrating.1" Note: Retro for the PCL does not mean retrospective
[1] 382EDGI
Note: Retro for the PCL does not mean retrospective
NBR
Note: Retro for the PCL does not mean retrospective
RAMP
Note: Retro for the PCL does not mean retrospective
Recode RAMP PCL retro scores
[1] "Sample"
[2] "ID"
[3] "pcl.stressful_experience_repeated_images_base"
[4] "pcl.stressful_experience_upset_reminded_base"
[5] "pcl.stressful_situation_avoiding_activities_base"
[6] "pcl.cut_people_feeling_distant_base"
[7] "pcl.feeling_irritable_or_having_angry_outbursts_base"
[8] "pcl.difficulty_concentrating_base"
[9] "pcl.stressful_experience_repeated_images_retro"
[10] "pcl.stressful_experience_upset_reminded_retro"
[11] "pcl.stressful_situation_avoiding_activities_retro"
[12] "pcl.cut_people_feeling_distant_retro"
[13] "pcl.feeling_irritable_or_having_angry_outbursts_retro"
[14] "pcl.difficulty_concentrating_retro"
[15] "pcl.stressful_experience_repeated_images_base_numeric"
[16] "pcl.stressful_experience_upset_reminded_base_numeric"
[17] "pcl.stressful_situation_avoiding_activities_base_numeric"
[18] "pcl.cut_people_feeling_distant_base_numeric"
[19] "pcl.feeling_irritable_or_having_angry_outbursts_base_numeric"
[20] "pcl.difficulty_concentrating_base_numeric"
[21] "pcl.stressful_experience_repeated_images_retro_numeric"
[22] "pcl.stressful_experience_upset_reminded_retro_numeric"
[23] "pcl.stressful_situation_avoiding_activities_retro_numeric"
[24] "pcl.cut_people_feeling_distant_retro_numeric"
[25] "pcl.feeling_irritable_or_having_angry_outbursts_retro_numeric"
[26] "pcl.difficulty_concentrating_retro_numeric" Sum scores
Calculate sum score for PCL-6 retro
Warning in scoreItems(keys = pcl.items_key_retro, items =
coping.pcl.raw.id[pcl.items_retro], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_retro_raw
N: 12744
pcl.sum_score_retro_raw
--------------- -------------------------
Mean 1.88
Std.Dev 1.67
Min 0.00
Median 2.00
Max 6.00
N.Valid 12744.00
Pct.Valid 100.00Calculate sum score for PCL-6 base The sum scores here will not be accurate if we are using complete cases. Only use sum scores here for complete cases, otherwise the minimum will be 0 where it should be 6.
Warning in scoreItems(keys = pcl.items_key_base, items =
coping.pcl.raw.id[pcl.items_base], : Specifying totals = TRUE without imputation
can lead to serious problems. Are you sure?Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_base_raw
N: 12744
pcl.sum_score_base_raw
--------------- ------------------------
Mean 15.66
Std.Dev 6.19
Min 0.00
Median 15.00
Max 30.00
N.Valid 12744.00
Pct.Valid 100.00Missingness
PCL missingness (NAs per person)
baseline
Frequencies
coping.pcl.raw.id$na_per_person_pcl_base
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 12632 99.12 99.12
1 76 0.60 0.60
2 9 0.07 0.07
3 3 0.02 0.02
4 4 0.03 0.03
5 5 0.04 0.04
6 15 0.12 0.12
<NA> 0 0.00
Total 12744 100.00 100.00retrospective
Frequencies
coping.pcl.raw.id$na_per_person_pcl_retro
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 4797 37.64 37.64
1 2712 21.28 21.28
2 1666 13.07 13.07
3 1570 12.32 12.32
4 936 7.34 7.34
5 571 4.48 4.48
6 492 3.86 3.86
<NA> 0 0.00
Total 12744 100.00 100.00Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_base_raw
N: 12744
pcl.sum_score_base_raw
--------------- ------------------------
Mean 15.66
Std.Dev 6.19
Min 0.00
Median 15.00
Max 30.00
N.Valid 12744.00
Pct.Valid 100.00Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_base
N: 12744
pcl.sum_score_base
--------------- --------------------
Mean 15.71
Std.Dev 6.16
Min 6.00
Median 15.00
Max 30.00
N.Valid 12632.00
Pct.Valid 99.12Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_retro_raw
N: 12744
pcl.sum_score_retro_raw
--------------- -------------------------
Mean 1.88
Std.Dev 1.67
Min 0.00
Median 2.00
Max 6.00
N.Valid 12744.00
Pct.Valid 100.00Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_retro
N: 12744
pcl.sum_score_retro
--------------- ---------------------
Mean 2.49
Std.Dev 1.93
Min 0.00
Median 2.00
Max 6.00
N.Valid 4797.00
Pct.Valid 37.64Inspection
COPING: PHQ
GLAD
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "phq.problems_made_difficult_care"
[5] "phq.pandemic_felt_feelings"
[6] "phq.little_interest_or_pleasure_in_doing_things"
[7] "phq.feeling_down_depressed_or_hopeless"
[8] "phq.staying_asleep_sleeping_trouble"
[9] "phq.feeling_tired_or_having_little_energy"
[10] "phq.poor_appetite_or_overeating"
[11] "phq.feeling_bad_failure_family"
[12] "phq.trouble_concentrating_newspaper_reading"
[13] "phq.moving_fidgety_opposite_slowly"
[14] "phq.dead_hurting_thoughts"
[15] "phq.little_interest_or_pleasure_in_doing_things.1"
[16] "phq.feeling_down_depressed_or_hopeless.1"
[17] "phq.staying_asleep_sleeping_trouble.1"
[18] "phq.feeling_tired_or_having_little_energy.1"
[19] "phq.poor_appetite_or_overeating.1"
[20] "phq.feeling_bad_failure_family.1"
[21] "phq.trouble_concentrating_newspaper_reading.1"
[22] "phq.moving_fidgety_opposite_slowly.1"
[23] "phq.dead_hurting_thoughts.1" Will need to double check these namings once we have the new cleaned data – KT.
[1] 382EDGI
NBR
Will need to double check these namings once we have the new cleaned data – KT.
RAMP
Will need to double check these namings once we have the new cleaned data – KT.
Sum scores
Calculate sum score for PHQ-9 retro
Warning in scoreItems(keys = phq.items_key_retro, items =
coping.phq.raw.id[phq.items_retro], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
coping.phq.raw.id$phq.sum_score_retro_raw
N: 12744
phq.sum_score_retro_raw
--------------- -------------------------
Mean 5.93
Std.Dev 6.21
Min 0.00
Median 4.00
Max 27.00
N.Valid 12744.00
Pct.Valid 100.00Calculate sum score for PHQ-9 base
Warning in scoreItems(keys = phq.items_key_base, items =
coping.phq.raw.id[phq.items_base], : Specifying totals = TRUE without imputation
can lead to serious problems. Are you sure?Descriptive Statistics
coping.phq.raw.id$phq.sum_score_base_raw
N: 12744
phq.sum_score_base_raw
--------------- ------------------------
Mean 10.78
Std.Dev 6.68
Min 0.00
Median 10.00
Max 27.00
N.Valid 12744.00
Pct.Valid 100.00Missingness
retrospective
Frequencies
coping.phq.raw.id$na_per_person_phq_retro
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 9452 74.17 74.17
1 6 0.05 0.05
2 2 0.02 0.02
3 1 0.01 0.01
5 3 0.02 0.02
6 2 0.02 0.02
8 1 0.01 0.01
9 3277 25.71 25.71
<NA> 0 0.00
Total 12744 100.00 100.00Frequencies
coping.phq.raw.id$phq.missing_only_suicide_item_retro
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 12744 100.00 100.00
<NA> 0 0.00
Total 12744 100.00 100.00baseline
Frequencies
coping.phq.raw.id$na_per_person_phq_base
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 12710 99.73 99.73
1 19 0.15 0.15
2 4 0.03 0.03
3 4 0.03 0.03
4 1 0.01 0.01
6 3 0.02 0.02
7 2 0.02 0.02
8 1 0.01 0.01
<NA> 0 0.00
Total 12744 100.00 100.00We need to identify those who have all items APART from the suicide ideation item - to still include these individuals.
Frequencies
coping.phq.raw.id$phq.missing_only_suicide_item_base
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 12736 99.94 99.94
1 8 0.06 0.06
<NA> 0 0.00
Total 12744 100.00 100.00Descriptive Statistics
coping.phq.raw.id$phq.sum_score_base_raw
N: 12744
phq.sum_score_base_raw
--------------- ------------------------
Mean 10.78
Std.Dev 6.68
Min 0.00
Median 10.00
Max 27.00
N.Valid 12744.00
Pct.Valid 100.00Descriptive Statistics
coping.phq.raw.id$phq.sum_score_base
N: 12744
phq.sum_score_base
--------------- --------------------
Mean 10.79
Std.Dev 6.68
Min 0.00
Median 10.00
Max 27.00
N.Valid 12710.00
Pct.Valid 99.738 items
Descriptive Statistics
coping.phq.raw.id$phq.sum_score_8items_base
N: 12744
phq.sum_score_8items_base
--------------- ---------------------------
Mean 10.78
Std.Dev 6.68
Min 0.00
Median 10.00
Max 27.00
N.Valid 12744.00
Pct.Valid 100.00Descriptive Statistics
coping.phq.raw.id$phq.sum_score_retro_raw
N: 12744
phq.sum_score_retro_raw
--------------- -------------------------
Mean 5.93
Std.Dev 6.21
Min 0.00
Median 4.00
Max 27.00
N.Valid 12744.00
Pct.Valid 100.00Descriptive Statistics
coping.phq.raw.id$phq.sum_score_retro
N: 12744
phq.sum_score_retro
--------------- ---------------------
Mean 7.99
Std.Dev 5.95
Min 0.00
Median 7.00
Max 27.00
N.Valid 9452.00
Pct.Valid 74.178 items
Descriptive Statistics
coping.phq.raw.id$phq.sum_score_8items_retro
N: 12744
phq.sum_score_8items_retro
--------------- ----------------------------
Mean 5.93
Std.Dev 6.21
Min 0.00
Median 4.00
Max 27.00
N.Valid 12744.00
Pct.Valid 100.00Inspection
COPING: OCI-R
GLAD
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "recipientFirstName"
[5] "ocir.saved_things"
[6] "ocir.i_check_things_more_often_than_necessary."
[7] "ocir.arranged_properly_objects_upset"
[8] "ocir.feel_compelled_count_things"
[9] "ocir.strangers_touch_touched_object"
[10] "ocir.control_find_difficult_thoughts"
[11] "ocir.i_collect_things_i_dont_need."
[12] "ocir.i_repeatedly_check_doors_windows_drawers_etc."
[13] "ocir.arranged_things_change_upset"
[14] "ocir.numbers_repeat_feel"
[15] "ocir.feel_contaminated_clean_simply"
[16] "ocir.mind_upset_unpleasant_thoughts"
[17] "ocir.afraid_avoid_throwing_things"
[18] "ocir.light_switches_water_taps"
[19] "ocir.arranged_things"
[20] "ocir.bad_numbers_good_feel"
[21] "ocir.longer_hands_wash"
[22] "ocir.frequently_rid_difficulty_nasty"
[23] "ocir.felt_pandemic_feelings"
[24] "ocir.saved_things.1"
[25] "ocir.i_check_things_more_often_than_necessary..1"
[26] "ocir.arranged_properly_objects_upset.1"
[27] "ocir.feel_compelled_count_things.1"
[28] "ocir.strangers_touch_touched_object.1"
[29] "ocir.control_find_difficult_thoughts.1"
[30] "ocir.i_collect_things_i_dont_need..1"
[31] "ocir.i_repeatedly_check_doors_windows_drawers_etc..1"
[32] "ocir.arranged_things_change_upset.1"
[33] "ocir.numbers_repeat_feel.1"
[34] "ocir.feel_contaminated_clean_simply.1"
[35] "ocir.mind_upset_unpleasant_thoughts.1"
[36] "ocir.afraid_avoid_throwing_things.1"
[37] "ocir.light_switches_water_taps.1"
[38] "ocir.arranged_things.1"
[39] "ocir.bad_numbers_good_feel.1"
[40] "ocir.longer_hands_wash.1"
[41] "ocir.frequently_rid_difficulty_nasty.1" *Note that the COPING GLAD OCI-R ID numbers are stored under recipientFirstName (rather than ExternalDataReference)
[1] 397EDGI
*Note that the COPING EDGI OCI-R ID numbers are stored under recipientFirstName (rather than ExternalDataReference)
NBR
*Note that the COPING NBR OCI-R ID numbers are stored under recipientFirstName (rather than ExternalDataReference)
++MD: One NBR ID is being converted to NA by the as.numeric(ID) line of code.
RAMP
*Note that the COPING RAMP OCI-R ID numbers are stored under recipientFirstName (rather than ExternalDataReference)
Sum scores
Calculate sum score for OCI-R retro
Warning in scoreItems(keys = ocir.items_key_retro, items =
coping.ocir.raw.id[ocir.items_retro], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_retro_raw
N: 9912
ocir.sum_score_retro_raw
--------------- --------------------------
Mean 7.54
Std.Dev 12.66
Min 0.00
Median 0.00
Max 71.00
N.Valid 9912.00
Pct.Valid 100.00Calculate sum score for OCI-R base
Warning in scoreItems(keys = ocir.items_key_base, items =
coping.ocir.raw.id[ocir.items_base], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_base_raw
N: 9912
ocir.sum_score_base_raw
--------------- -------------------------
Mean 3.36
Std.Dev 8.75
Min 0.00
Median 0.00
Max 72.00
N.Valid 9912.00
Pct.Valid 100.00Missingness
retrospective
Frequencies
coping.ocir.raw.id$na_per_person_ocir_retro
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 3634 36.66 36.66
1 8 0.08 0.08
2 2 0.02 0.02
6 1 0.01 0.01
9 1 0.01 0.01
18 6266 63.22 63.22
<NA> 0 0.00
Total 9912 100.00 100.00baseline
Frequencies
coping.ocir.raw.id$na_per_person_ocir_base
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 1983 20.01 20.01
1 6 0.06 0.06
2 2 0.02 0.02
3 1 0.01 0.01
9 2 0.02 0.02
10 1 0.01 0.01
18 7917 79.87 79.87
<NA> 0 0.00
Total 9912 100.00 100.00Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_base_raw
N: 9912
ocir.sum_score_base_raw
--------------- -------------------------
Mean 3.36
Std.Dev 8.75
Min 0.00
Median 0.00
Max 72.00
N.Valid 9912.00
Pct.Valid 100.00Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_base
N: 9912
ocir.sum_score_base
--------------- ---------------------
Mean 16.74
Std.Dev 12.55
Min 0.00
Median 14.00
Max 72.00
N.Valid 1983.00
Pct.Valid 20.01Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_retro_raw
N: 9912
ocir.sum_score_retro_raw
--------------- --------------------------
Mean 7.54
Std.Dev 12.66
Min 0.00
Median 0.00
Max 71.00
N.Valid 9912.00
Pct.Valid 100.00Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_retro
N: 9912
ocir.sum_score_retro
--------------- ----------------------
Mean 20.50
Std.Dev 13.03
Min 0.00
Median 18.00
Max 71.00
N.Valid 3634.00
Pct.Valid 36.66Inspection
Neurological symptoms
ALS (alsfrs)
GLAD
Read in data
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "subjectid"
[5] "alsfrs.limb_weakness_noticed_past"
[6] "alsfrs.normal"
[7] "alsfrs.slow_or_sloppy_all_words_are_legible"
[8] "alsfrs.not_all_words_are_legible"
[9] "alsfrs.able_to_grip_pen"
[10] "alsfrs.unable_to_grip_pen"
[11] "alsfrs.have_you_noticed_any_difficulty_walking"
[12] "alsfrs.do_you_have_any_difficulty_climbing_stairs"Select variables
[1] 17613EDGI
Read in data
Select variables
NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Epsworth sleep scale (ess)
GLAD
Read in data
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "subjectid"
[5] "ess.felt_excessively_sleepy_past"
[6] "ess.sitting_and_reading"
[7] "ess.watching_tv"
[8] "ess.sitting_inactive_in_a_public_place"
[9] "ess.break_passenger_car_hour"
[10] "ess.afternoon_rest_circumstances_lying"
[11] "ess.sitting_and_talking_to_someone"
[12] "ess.sitting_quietly_after_a_lunch_without_alcohol"
[13] "ess.car_minutes_stopped_traffic"
[14] "ess.insomnia"
[15] "ess.narcolepsy"
[16] "ess.rem_sleep_behaviour_disorder"
[17] "ess.restless_legs_syndrome"
[18] "ess.sleep_apnea"
[19] "ess.sleep_terrors"
[20] "ess.sleepwalking"
[21] "ess.other"
[22] "ess.other_text.txt"
[23] "ess.none" Select variables
[1] 17613EDGI
Read in data
Select variables
NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Migraines (midas)
GLAD
Read in data
[1] "externalDataReference" "startDate"
[3] "endDate" "subjectid"
[5] "midas.headaches_suffered_past_month" "midas.past_month_days"
[7] "midas.past_month_days.1" "midas.past_month_days.2"
[9] "midas.past_month_days.3" "midas.past_month_days.4" Select variables
[1] 17613EDGI
Read in data
Select variables
NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Loss of taste/smell (nmss)
GLAD
Read in data
[1] "externalDataReference" "startDate"
[3] "endDate" "subjectid"
[5] "nmss.ability_taste_food_smell" "nmss.severe_taste_smell_loss" Select variables
[1] 17613EDGI
Read in data
Select variables
NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Non-motor symptoms (nmsw)
GLAD
Read in data
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "subjectid"
[5] "nmsw.drink_problems_choking_difficulty"
[6] "nmsw.regularly_night_pass_urine"
[7] "nmsw.sex_difficult_finding"
[8] "nmsw.weak_standing_feeling_light"
[9] "nmsw.acting_moving_sleep_talking"
[10] "nmsw.double_vision" Select variables
[1] 17613EDGI
Read in data
Select variables
NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Tinnitus
GLAD
Read in data
[1] "externalDataReference" "startDate"
[3] "endDate" "subjectid"
[5] "tinnitus.ears_noises_minutes_head" "tinnitus.ears_noises_minutes_head.1"
[7] "tinnitus.noises_worry_worst_upset" Select variables
[1] 17613EDGI
Read in data
Select variables
NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Join tibbles together
edgi data frame list
glad data frame list
Removing all prepandemic dataframes from NBR/RAMP (prepandemic measures don’t exist for these cohorts)
| Name | dat.raw |
| Number of rows | 39889 |
| Number of columns | 495 |
| _______________________ | |
| Column type frequency: | |
| character | 1 |
| factor | 224 |
| numeric | 268 |
| POSIXct | 2 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| Sample | 0 | 1 | 4 | 4 | 0 | 1 | 0 |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
|---|---|---|---|---|---|
| Gender_unc | 818 | 0.98 | FALSE | 4 | Fem: 30242, Mal: 8040, Non: 574, Pre: 215 |
| Sex | 619 | 0.98 | FALSE | 2 | Fem: 31241, Mal: 8029 |
| demographics.college_or_university_degree | 926 | 0.98 | FALSE | 2 | Col: 20576, Not: 18387 |
| demographics.a_levelsas_levels_or_equivalent | 926 | 0.98 | FALSE | 2 | A l: 23418, Not: 15545 |
| demographics.o_levelsgcses_or_equivalent | 926 | 0.98 | FALSE | 2 | O l: 28347, Not: 10616 |
| demographics.cses_or_equivalent | 926 | 0.98 | FALSE | 2 | Not: 34933, CSE: 4030 |
| demographics.nvq_or_hnd_or_hnc_or_equivalent | 926 | 0.98 | FALSE | 2 | Not: 29514, NVQ: 9449 |
| Ethnicity_unc | 1043 | 0.97 | FALSE | 6 | Whi: 36697, Mix: 988, Asi: 544, Oth: 384 |
| Gender | 818 | 0.98 | FALSE | 4 | Fem: 30242, Mal: 8040, Non: 574, Pre: 215 |
| Ethnicity | 1043 | 0.97 | FALSE | 6 | Whi: 36697, Mix: 988, Asi: 544, Oth: 384 |
| age_category | 433 | 0.99 | FALSE | 12 | 26-: 10284, 36-: 7413, 19-: 7236, 46-: 7056 |
| highest_education_prepan | 2478 | 0.94 | FALSE | 4 | Uni: 20576, A-l: 8722, GCS: 4773, NVQ: 3340 |
| employment.phd | 27149 | 0.32 | FALSE | 2 | Not: 12236, PhD: 504 |
| employment.masters_degree_or_equivalent | 27149 | 0.32 | FALSE | 2 | Not: 10445, Mas: 2295 |
| employment.postgraduate_degree_or_equivalent | 27149 | 0.32 | FALSE | 2 | Not: 10984, Pos: 1756 |
| employment.bachelors_degree_or_equivalent | 27149 | 0.32 | FALSE | 2 | Not: 6503, Bac: 6237 |
| employment.a_levelsas_levels_or_equivalent | 27149 | 0.32 | FALSE | 2 | A l: 7582, Not: 5158 |
| employment.o_levelsgcses_or_equivalent | 27149 | 0.32 | FALSE | 2 | O l: 8374, Not: 4366 |
| employment.cses_or_equivalent | 27149 | 0.32 | FALSE | 2 | Not: 11258, CSE: 1482 |
| employment.nvq_or_hnd_or_hnc_or_equivalent | 27149 | 0.32 | FALSE | 2 | Not: 9600, NVQ: 3140 |
| employment.government_work_key_workers | 31338 | 0.21 | FALSE | 11 | Non: 3160, Hea: 2539, Edu: 964, Oth: 622 |
| employment.unemployed | 27161 | 0.32 | FALSE | 2 | Not: 11606, Une: 1122 |
| employment.zerohours_contract | 27161 | 0.32 | FALSE | 2 | Not: 12368, Zer: 360 |
| employment.stayathome_parent_or_carer | 27161 | 0.32 | FALSE | 2 | Not: 12184, Sta: 544 |
| employment.retired | 27161 | 0.32 | FALSE | 2 | Not: 11164, Ret: 1564 |
| employment.student_gcse_or_a_level | 27161 | 0.32 | FALSE | 2 | Not: 12487, Stu: 241 |
| employment.student_university | 27161 | 0.32 | FALSE | 2 | Not: 11664, Stu: 1064 |
| employment.became_unemployed | 29237 | 0.27 | FALSE | 2 | Not: 10181, Bec: 471 |
| employment.furloughed_or_paid_leave_government_funded | 29237 | 0.27 | FALSE | 2 | Not: 9719, Fur: 933 |
| employment.furloughed_or_paid_leave_company_funded | 29237 | 0.27 | FALSE | 2 | Not: 10487, Fur: 165 |
| employment.paid_leave_furloughed | 29237 | 0.27 | FALSE | 2 | Not: 10262, Fur: 390 |
| highest_education | 27582 | 0.31 | FALSE | 4 | Uni: 7559, A-l: 2735, GCS: 1086, NVQ: 927 |
| key_worker | 27184 | 0.32 | FALSE | 2 | No : 7314, Key: 5391 |
| anxiety_disorders | 3874 | 0.90 | FALSE | 2 | Anx: 31338, No : 4677 |
| mhd.specific_phobia_e.g._phobia_of_flying | 1505 | 0.96 | FALSE | 2 | Not: 36413, Spe: 1971 |
| mhd.social_anxiety_or_social_phobia | 1505 | 0.96 | FALSE | 2 | Not: 28798, Soc: 9586 |
| agoraphobia_panic_disorder | 9810 | 0.75 | FALSE | 2 | Ago: 15495, No : 14584 |
| depressive_disorders | 1505 | 0.96 | FALSE | 2 | Dep: 34179, No : 4205 |
| eating_disorders | 1616 | 0.96 | FALSE | 2 | No : 33883, Eat: 4390 |
| obsessive_compulsive_disorders | 1505 | 0.96 | FALSE | 2 | No : 32794, Obs: 5590 |
| psychotic_disorders | 1616 | 0.96 | FALSE | 2 | No : 36886, Psy: 1387 |
| mhd.mania_hypomania_bipolar_or_manicdepression | 1505 | 0.96 | FALSE | 2 | Not: 35574, Man: 2810 |
| mhd.posttraumatic_stress_disorder_ptsd | 1505 | 0.96 | FALSE | 2 | Not: 32741, Pos: 5643 |
| autism_spectrum_disorder | 1616 | 0.96 | FALSE | 2 | No : 37021, Aut: 1252 |
| mhd.attention_deficit_hyperactivity_disorder | 1616 | 0.96 | FALSE | 2 | Not: 37386, Att: 887 |
| mhd.personality_disorder | 1616 | 0.96 | FALSE | 2 | Not: 35113, Per: 3160 |
| personality_cluster_a | 1874 | 0.95 | FALSE | 2 | No : 37954, Per: 61 |
| personality_cluster_b | 1874 | 0.95 | FALSE | 2 | No : 35384, Per: 2631 |
| personality_cluster_c | 1874 | 0.95 | FALSE | 2 | No : 37805, Per: 210 |
| depression_and_anxiety | 3874 | 0.90 | FALSE | 4 | Dep: 28513, Onl: 3589, Onl: 2825, No : 1088 |
| restricting_vs_binge_eating_eating_disorders | 1616 | 0.96 | FALSE | 3 | No : 33883, Eat: 2424, Ano: 1966 |
| bipolar_and_schizophrenia | 1618 | 0.96 | FALSE | 4 | No : 34640, Onl: 2245, Onl: 833, Psy: 553 |
| control | 1622 | 0.96 | FALSE | 2 | No : 37694, Con: 573 |
| comorbidity_total_count_factor | 4839 | 0.88 | FALSE | 4 | 1 c: 16792, 2 c: 7828, 3+ : 5551, No : 4879 |
| mhd.none_of_the_above | 1505 | 0.96 | FALSE | 2 | Not: 37602, Non: 782 |
| mhd.none_of_the_above.1 | 1616 | 0.96 | FALSE | 2 | Non: 26941, Not: 11332 |
| gad.feeling_nervous_anxious_or_on_edge_prepan | 3016 | 0.92 | FALSE | 4 | Sev: 14967, Nea: 9680, Mor: 6958, Not: 5268 |
| gad.control_worrying_stop_prepan | 3025 | 0.92 | FALSE | 4 | Sev: 12612, Nea: 9328, Not: 8446, Mor: 6478 |
| gad.worrying_too_much_about_different_things_prepan | 3020 | 0.92 | FALSE | 4 | Sev: 13249, Nea: 10160, Mor: 6885, Not: 6575 |
| gad.trouble_relaxing_prepan | 3024 | 0.92 | FALSE | 4 | Sev: 12849, Nea: 10023, Mor: 7468, Not: 6525 |
| gad.sit_restless_hard_prepan | 3030 | 0.92 | FALSE | 4 | Not: 17458, Sev: 10576, Mor: 4418, Nea: 4407 |
| gad.becoming_easily_annoyed_or_irritable_prepan | 3022 | 0.92 | FALSE | 4 | Sev: 14594, Not: 8389, Nea: 6982, Mor: 6902 |
| gad.awful_feeling_afraid_happen_prepan | 3023 | 0.92 | FALSE | 4 | Not: 12461, Sev: 11281, Nea: 7462, Mor: 5662 |
| pcl.stressful_experience_repeated_images_prepan | 4126 | 0.90 | FALSE | 5 | Not: 10823, A l: 10297, Qui: 5991, Mod: 5668 |
| pcl.stressful_experience_upset_reminded_prepan | 4126 | 0.90 | FALSE | 5 | A l: 10619, Not: 7229, Qui: 7046, Mod: 6937 |
| pcl.stressful_situation_avoiding_activities_prepan | 4132 | 0.90 | FALSE | 5 | Not: 12061, A l: 8605, Qui: 5833, Mod: 5587 |
| pcl.cut_people_feeling_distant_prepan | 4127 | 0.90 | FALSE | 5 | Qui: 8594, A l: 8593, Mod: 6429, Ext: 6189 |
| pcl.feeling_irritable_or_having_angry_outbursts_prepan | 4122 | 0.90 | FALSE | 5 | A l: 11322, Not: 8767, Mod: 6912, Qui: 5809 |
| pcl.difficulty_concentrating_prepan | 4124 | 0.90 | FALSE | 5 | A l: 9982, Qui: 8054, Mod: 7261, Not: 5339 |
| phq.little_interest_or_pleasure_in_doing_things_prepan | 1714 | 0.96 | FALSE | 4 | Sev: 15565, Not: 8854, Mor: 7046, Nea: 6710 |
| phq.feeling_down_depressed_or_hopeless_prepan | 1721 | 0.96 | FALSE | 4 | Sev: 16229, Not: 7742, Mor: 7107, Nea: 7090 |
| phq.staying_asleep_sleeping_trouble_prepan | 1712 | 0.96 | FALSE | 4 | Nea: 12804, Sev: 11769, Mor: 7975, Not: 5629 |
| phq.feeling_tired_or_having_little_energy_prepan | 1709 | 0.96 | FALSE | 4 | Nea: 15030, Sev: 11385, Mor: 8851, Not: 2914 |
| phq.poor_appetite_or_overeating_prepan | 1720 | 0.96 | FALSE | 4 | Sev: 10702, Nea: 10246, Not: 9042, Mor: 8179 |
| phq.feeling_bad_failure_family_prepan | 1720 | 0.96 | FALSE | 4 | Sev: 12233, Nea: 9926, Not: 8619, Mor: 7391 |
| phq.trouble_concentrating_reading_newspaper_prepan | 1719 | 0.96 | FALSE | 4 | Sev: 12668, Not: 10297, Mor: 7757, Nea: 7448 |
| phq.moving_fidgety_noticed_opposite_prepan | 1731 | 0.96 | FALSE | 4 | Not: 22605, Sev: 8923, Mor: 3892, Nea: 2738 |
| phq.dead_hurting_thoughts_prepan | 1746 | 0.96 | FALSE | 4 | Not: 21032, Sev: 9663, Nea: 3806, Mor: 3642 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_prepan | 35667 | 0.11 | FALSE | 5 | Not: 2104, A l: 1076, Mod: 488, A l: 346 |
| ocir.arranged_things_change_upset_prepan | 35669 | 0.11 | FALSE | 5 | A l: 1580, Mod: 862, Not: 703, A l: 634 |
| ocir.repeat_feel_numbers_prepan | 35669 | 0.11 | FALSE | 5 | Not: 3229, A l: 452, Mod: 255, A l: 157 |
| ocir.clean_simply_wash_feel_prepan | 35669 | 0.11 | FALSE | 5 | Not: 2448, A l: 942, Mod: 451, A l: 215 |
| ocir.mind_upset_unpleasant_thoughts_prepan | 35670 | 0.11 | FALSE | 5 | A l: 1142, Mod: 962, A l: 793, Ext: 672 |
| ocir.afraid_avoid_throwing_things_prepan | 35670 | 0.11 | FALSE | 5 | A l: 1306, Not: 1229, Mod: 722, A l: 605 |
| ocir.light_switches_water_taps_prepan | 35670 | 0.11 | FALSE | 5 | Not: 2624, A l: 875, Mod: 325, A l: 226 |
| ocir.arranged_things_prepan | 35671 | 0.11 | FALSE | 5 | A l: 1568, Not: 1065, Mod: 767, A l: 502 |
| ocir.good_feel_bad_numbers_prepan | 35671 | 0.11 | FALSE | 5 | Not: 2610, A l: 735, Mod: 386, A l: 264 |
| ocir.hands_longer_wash_prepan | 35671 | 0.11 | FALSE | 5 | Not: 2931, A l: 632, Mod: 314, A l: 188 |
| ocir.saved_things_prepan | 35659 | 0.11 | FALSE | 5 | Not: 1599, A l: 1312, Mod: 671, A l: 458 |
| ocir.frequently_difficulty_rid_nasty_prepan | 35673 | 0.11 | FALSE | 5 | A l: 1290, Not: 843, Mod: 837, A l: 681 |
| ocir.i_check_things_more_often_than_necessary_prepan | 35658 | 0.11 | FALSE | 5 | A l: 1451, Not: 930, Mod: 855, A l: 731 |
| ocir.arranged_properly_objects_upset_prepan | 35665 | 0.11 | FALSE | 5 | A l: 1609, Not: 1012, Mod: 868, A l: 491 |
| ocir.feel_compelled_count_things_prepan | 35663 | 0.11 | FALSE | 5 | Not: 2364, A l: 861, Mod: 486, A l: 326 |
| ocir.strangers_touch_touched_difficult_prepan | 35663 | 0.11 | FALSE | 5 | Not: 2624, A l: 887, Mod: 364, A l: 205 |
| ocir.control_difficult_find_thoughts_prepan | 35667 | 0.11 | FALSE | 5 | A l: 1085, A l: 1029, Mod: 1017, Ext: 748 |
| ocir.i_collect_things_i_dont_need_prepan | 35668 | 0.11 | FALSE | 5 | Not: 1667, A l: 1315, Mod: 608, A l: 442 |
| gad.problems_made_difficult_care | 27918 | 0.30 | FALSE | 4 | Som: 6711, Not: 2608, Ver: 1773, Ext: 879 |
| gad.pandemic_felt_feelings | 27154 | 0.32 | FALSE | 5 | A l: 5358, No : 3620, Muc: 2499, A l: 860 |
| gad.feeling_nervous_anxious_or_on_edge_retro | 30779 | 0.23 | FALSE | 4 | Sev: 5094, Not: 1923, Mor: 1266, Nea: 827 |
| gad.control_worrying_stop_retro | 30782 | 0.23 | FALSE | 4 | Sev: 4013, Not: 3280, Mor: 1123, Nea: 691 |
| gad.worrying_too_much_about_different_things_retro | 30781 | 0.23 | FALSE | 4 | Sev: 4572, Not: 2450, Mor: 1312, Nea: 774 |
| gad.trouble_relaxing_retro | 30782 | 0.23 | FALSE | 4 | Sev: 3986, Not: 3189, Mor: 1144, Nea: 788 |
| gad.sit_restless_hard_retro | 30783 | 0.23 | FALSE | 4 | Not: 5876, Sev: 2272, Mor: 613, Nea: 345 |
| gad.becoming_easily_annoyed_or_irritable_retro | 30783 | 0.23 | FALSE | 4 | Sev: 4576, Not: 2676, Mor: 1229, Nea: 625 |
| gad.awful_feeling_afraid_happen_retro | 30782 | 0.23 | FALSE | 4 | Not: 4647, Sev: 3004, Mor: 893, Nea: 563 |
| gad.feeling_nervous_anxious_or_on_edge_base | 27151 | 0.32 | FALSE | 4 | Sev: 5256, Mor: 2739, Nea: 2505, Not: 2238 |
| gad.control_worrying_stop_base | 27156 | 0.32 | FALSE | 4 | Sev: 4397, Not: 4017, Mor: 2235, Nea: 2084 |
| gad.worrying_too_much_about_different_things_base | 27157 | 0.32 | FALSE | 4 | Sev: 4691, Not: 3282, Mor: 2398, Nea: 2361 |
| gad.trouble_relaxing_base | 27154 | 0.32 | FALSE | 4 | Sev: 4600, Not: 2955, Nea: 2638, Mor: 2542 |
| gad.sit_restless_hard_base | 27156 | 0.32 | FALSE | 4 | Not: 6837, Sev: 3511, Mor: 1373, Nea: 1012 |
| gad.becoming_easily_annoyed_or_irritable_base | 27155 | 0.32 | FALSE | 4 | Sev: 5027, Mor: 2691, Not: 2650, Nea: 2366 |
| gad.awful_feeling_afraid_happen_base | 27162 | 0.32 | FALSE | 4 | Not: 4826, Sev: 4069, Mor: 1926, Nea: 1906 |
| pcl.stressful_experience_repeated_images_base | 27190 | 0.32 | FALSE | 5 | A l: 3705, Not: 3698, Qui: 2249, Mod: 1927 |
| pcl.stressful_experience_upset_reminded_base | 27192 | 0.32 | FALSE | 5 | A l: 3824, Not: 3181, Qui: 2204, Mod: 2187 |
| pcl.stressful_situation_avoiding_activities_base | 27187 | 0.32 | FALSE | 5 | Not: 6121, A l: 2657, Mod: 1600, Qui: 1450 |
| pcl.cut_people_feeling_distant_base | 27180 | 0.32 | FALSE | 5 | Qui: 3014, A l: 2908, Ext: 2694, Mod: 2132 |
| pcl.feeling_irritable_or_having_angry_outbursts_base | 27184 | 0.32 | FALSE | 5 | A l: 4073, Not: 3029, Mod: 2378, Qui: 2140 |
| pcl.difficulty_concentrating_base | 27177 | 0.32 | FALSE | 5 | A l: 3489, Qui: 2801, Mod: 2453, Not: 2118 |
| pcl.stressful_experience_repeated_images_retro | 30902 | 0.23 | FALSE | 2 | No: 7198, Yes: 1789 |
| pcl.stressful_experience_upset_reminded_retro | 30361 | 0.24 | FALSE | 2 | No: 7235, Yes: 2293 |
| pcl.stressful_situation_avoiding_activities_retro | 33268 | 0.17 | FALSE | 2 | No: 4876, Yes: 1745 |
| pcl.cut_people_feeling_distant_retro | 29148 | 0.27 | FALSE | 2 | Yes: 7844, No: 2897 |
| pcl.feeling_irritable_or_having_angry_outbursts_retro | 30194 | 0.24 | FALSE | 2 | Yes: 5155, No: 4540 |
| pcl.difficulty_concentrating_retro | 29308 | 0.27 | FALSE | 2 | No: 5475, Yes: 5106 |
| phq.problems_made_difficult_care | 27502 | 0.31 | FALSE | 4 | Som: 6768, Not: 2734, Ver: 1914, Ext: 971 |
| phq.pandemic_felt_feelings | 27184 | 0.32 | FALSE | 5 | A l: 5689, No : 3237, Muc: 2298, A l: 1041 |
| phq.little_interest_or_pleasure_in_doing_things_retro | 30430 | 0.24 | FALSE | 4 | Sev: 4502, Not: 3054, Mor: 1230, Nea: 673 |
| phq.feeling_down_depressed_or_hopeless_retro | 30428 | 0.24 | FALSE | 4 | Sev: 4928, Not: 2441, Mor: 1342, Nea: 750 |
| phq.staying_asleep_sleeping_trouble_retro | 30427 | 0.24 | FALSE | 4 | Sev: 3816, Not: 2741, Mor: 1582, Nea: 1323 |
| phq.feeling_tired_or_having_little_energy_retro | 30426 | 0.24 | FALSE | 4 | Sev: 4390, Mor: 1821, Not: 1748, Nea: 1504 |
| phq.poor_appetite_or_overeating_retro | 30427 | 0.24 | FALSE | 4 | Not: 3943, Sev: 3215, Mor: 1340, Nea: 964 |
| phq.feeling_bad_failure_family_retro | 30428 | 0.24 | FALSE | 4 | Not: 3681, Sev: 3598, Mor: 1321, Nea: 861 |
| phq.trouble_concentrating_reading_newspaper_retro | 30428 | 0.24 | FALSE | 4 | Not: 4032, Sev: 3589, Mor: 1138, Nea: 702 |
| phq.moving_fidgety_noticed_opposite_retro | 30432 | 0.24 | FALSE | 4 | Not: 7171, Sev: 1651, Mor: 419, Nea: 216 |
| phq.dead_hurting_thoughts_retro | 30429 | 0.24 | FALSE | 4 | Not: 6306, Sev: 2197, Mor: 567, Nea: 390 |
| phq.little_interest_or_pleasure_in_doing_things_base | 27151 | 0.32 | FALSE | 4 | Sev: 5458, Not: 2967, Mor: 2183, Nea: 2130 |
| phq.feeling_down_depressed_or_hopeless_base | 27160 | 0.32 | FALSE | 4 | Sev: 5874, Not: 2748, Mor: 2191, Nea: 1916 |
| phq.staying_asleep_sleeping_trouble_base | 27151 | 0.32 | FALSE | 4 | Nea: 4114, Sev: 3904, Mor: 2677, Not: 2043 |
| phq.feeling_tired_or_having_little_energy_base | 27152 | 0.32 | FALSE | 4 | Sev: 4463, Nea: 4024, Mor: 2886, Not: 1364 |
| phq.poor_appetite_or_overeating_base | 27153 | 0.32 | FALSE | 4 | Sev: 3634, Not: 3482, Nea: 3019, Mor: 2601 |
| phq.feeling_bad_failure_family_base | 27155 | 0.32 | FALSE | 4 | Not: 4425, Sev: 4041, Nea: 2229, Mor: 2039 |
| phq.trouble_concentrating_reading_newspaper_base | 27153 | 0.32 | FALSE | 4 | Sev: 4565, Not: 3571, Mor: 2429, Nea: 2171 |
| phq.moving_fidgety_noticed_opposite_base | 27158 | 0.32 | FALSE | 4 | Not: 8847, Sev: 2467, Mor: 872, Nea: 545 |
| phq.dead_hurting_thoughts_base | 27164 | 0.32 | FALSE | 4 | Not: 8342, Sev: 2745, Mor: 840, Nea: 798 |
| ocir.felt_pandemic_feelings | 36244 | 0.09 | FALSE | 5 | No : 1648, A l: 1546, Muc: 362, A l: 72 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_retro | 36244 | 0.09 | FALSE | 5 | Not: 2075, A l: 823, Mod: 321, A l: 241 |
| ocir.arranged_things_change_upset_retro | 36245 | 0.09 | FALSE | 5 | A l: 1068, Not: 959, Mod: 646, A l: 563 |
| ocir.repeat_feel_numbers_retro | 36245 | 0.09 | FALSE | 5 | Not: 2909, A l: 381, Mod: 160, A l: 112 |
| ocir.clean_simply_wash_feel_retro | 36244 | 0.09 | FALSE | 5 | Not: 1861, A l: 967, Mod: 420, A l: 238 |
| ocir.mind_upset_unpleasant_thoughts_retro | 36245 | 0.09 | FALSE | 5 | A l: 1029, Mod: 803, A l: 666, Not: 662 |
| ocir.afraid_avoid_throwing_things_retro | 36244 | 0.09 | FALSE | 5 | Not: 1317, A l: 1043, Mod: 545, A l: 439 |
| ocir.light_switches_water_taps_retro | 36244 | 0.09 | FALSE | 5 | Not: 2470, A l: 668, Mod: 235, A l: 156 |
| ocir.arranged_things_retro | 36244 | 0.09 | FALSE | 5 | Not: 1250, A l: 1125, Mod: 596, A l: 377 |
| ocir.good_feel_bad_numbers_retro | 36245 | 0.09 | FALSE | 5 | Not: 2372, A l: 560, Mod: 289, A l: 223 |
| ocir.hands_longer_wash_retro | 36244 | 0.09 | FALSE | 5 | Not: 2310, A l: 656, Mod: 296, A l: 211 |
| ocir.saved_things_retro | 36250 | 0.09 | FALSE | 5 | Not: 1539, A l: 862, Mod: 582, A l: 441 |
| ocir.frequently_difficulty_rid_nasty_retro | 36245 | 0.09 | FALSE | 5 | A l: 1092, Not: 866, Mod: 668, A l: 557 |
| ocir.i_check_things_more_often_than_necessary_retro | 36244 | 0.09 | FALSE | 5 | Not: 1172, A l: 1083, Mod: 678, A l: 499 |
| ocir.arranged_properly_objects_upset_retro | 36243 | 0.09 | FALSE | 5 | Not: 1159, A l: 1116, Mod: 651, A l: 481 |
| ocir.feel_compelled_count_things_retro | 36244 | 0.09 | FALSE | 5 | Not: 2133, A l: 709, Mod: 334, A l: 269 |
| ocir.strangers_touch_touched_difficult_retro | 36243 | 0.09 | FALSE | 5 | Not: 1640, A l: 884, Mod: 445, A l: 386 |
| ocir.control_difficult_find_thoughts_retro | 36244 | 0.09 | FALSE | 5 | A l: 925, Mod: 876, A l: 809, Ext: 613 |
| ocir.i_collect_things_i_dont_need_retro | 36244 | 0.09 | FALSE | 5 | Not: 1558, A l: 922, Mod: 544, A l: 384 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_base | 37896 | 0.05 | FALSE | 5 | Not: 1206, A l: 444, Mod: 160, A l: 111 |
| ocir.arranged_things_change_upset_base | 37896 | 0.05 | FALSE | 5 | A l: 703, Not: 629, Mod: 312, A l: 190 |
| ocir.repeat_feel_numbers_base | 37897 | 0.05 | FALSE | 5 | Not: 1629, A l: 195, Mod: 85, A l: 54 |
| ocir.clean_simply_wash_feel_base | 37895 | 0.05 | FALSE | 5 | Not: 1212, A l: 503, Mod: 162, A l: 74 |
| ocir.mind_upset_unpleasant_thoughts_base | 37895 | 0.05 | FALSE | 5 | A l: 756, Mod: 398, Not: 384, A l: 283 |
| ocir.afraid_avoid_throwing_things_base | 37896 | 0.05 | FALSE | 5 | Not: 788, A l: 634, Mod: 261, A l: 209 |
| ocir.light_switches_water_taps_base | 37896 | 0.05 | FALSE | 5 | Not: 1349, A l: 383, Mod: 128, A l: 81 |
| ocir.arranged_things_base | 37895 | 0.05 | FALSE | 5 | Not: 707, A l: 672, Mod: 313, A l: 184 |
| ocir.good_feel_bad_numbers_base | 37895 | 0.05 | FALSE | 5 | Not: 1360, A l: 340, Mod: 132, A l: 82 |
| ocir.hands_longer_wash_base | 37896 | 0.05 | FALSE | 5 | Not: 1355, A l: 331, Mod: 175, A l: 83 |
| ocir.saved_things_base | 37899 | 0.05 | FALSE | 5 | Not: 969, A l: 527, Mod: 253, A l: 148 |
| ocir.frequently_difficulty_rid_nasty_base | 37897 | 0.05 | FALSE | 5 | A l: 686, Not: 517, Mod: 364, A l: 257 |
| ocir.i_check_things_more_often_than_necessary_base | 37896 | 0.05 | FALSE | 5 | Not: 922, A l: 660, Mod: 231, A l: 131 |
| ocir.arranged_properly_objects_upset_base | 37898 | 0.05 | FALSE | 5 | A l: 708, Not: 698, Mod: 312, A l: 170 |
| ocir.feel_compelled_count_things_base | 37897 | 0.05 | FALSE | 5 | Not: 1345, A l: 364, Mod: 128, A l: 89 |
| ocir.strangers_touch_touched_difficult_base | 37896 | 0.05 | FALSE | 5 | Not: 1184, A l: 424, Mod: 167, A l: 134 |
| ocir.control_difficult_find_thoughts_base | 37896 | 0.05 | FALSE | 5 | A l: 702, Mod: 439, Not: 361, A l: 307 |
| ocir.i_collect_things_i_dont_need_base | 37897 | 0.05 | FALSE | 5 | Not: 902, A l: 537, Mod: 275, A l: 178 |
| alsfrs.limb_weakness_noticed_past | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| alsfrs.normal | 39889 | 0.00 | FALSE | 0 | Not: 0, Nor: 0 |
| alsfrs.slow_or_sloppy_all_words_are_legible | 39889 | 0.00 | FALSE | 0 | Not: 0, Slo: 0 |
| alsfrs.not_all_words_are_legible | 39889 | 0.00 | FALSE | 0 | Not: 0, Not: 0 |
| alsfrs.able_to_grip_pen | 39889 | 0.00 | FALSE | 0 | Not: 0, Abl: 0 |
| alsfrs.unable_to_grip_pen | 39889 | 0.00 | FALSE | 0 | Not: 0, Una: 0 |
| alsfrs.have_you_noticed_any_difficulty_walking | 39889 | 0.00 | FALSE | 0 | Nor: 0, Ear: 0, Nee: 0, Abl: 0 |
| alsfrs.do_you_have_any_difficulty_climbing_stairs | 39889 | 0.00 | FALSE | 0 | Nor: 0, Slo: 0, Mil: 0, Nee: 0 |
| ess.felt_excessively_sleepy_past | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| ess.sitting_and_reading | 39889 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.watching_tv | 39889 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.sitting_inactive_in_a_public_place | 39889 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.break_passenger_car_hour | 39889 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.afternoon_rest_circumstances_lying | 39889 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.sitting_and_talking_to_someone | 39889 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.sitting_quietly_after_a_lunch_without_alcohol | 39889 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.car_minutes_stopped_traffic | 39889 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.insomnia | 39889 | 0.00 | FALSE | 0 | Not: 0, Ins: 0 |
| ess.narcolepsy | 39889 | 0.00 | FALSE | 0 | Not: 0, Nar: 0 |
| ess.rem_sleep_behaviour_disorder | 39889 | 0.00 | FALSE | 0 | Not: 0, REM: 0 |
| ess.restless_legs_syndrome | 39889 | 0.00 | FALSE | 0 | Not: 0, Res: 0 |
| ess.sleep_apnea | 39889 | 0.00 | FALSE | 0 | Not: 0, Sle: 0 |
| ess.sleep_terrors | 39889 | 0.00 | FALSE | 0 | Not: 0, Sle: 0 |
| ess.sleepwalking | 39889 | 0.00 | FALSE | 0 | Not: 0, Sle: 0 |
| ess.other | 39889 | 0.00 | FALSE | 0 | Not: 0, Oth: 0 |
| ess.none | 39889 | 0.00 | FALSE | 0 | Not: 0, Non: 0 |
| midas.headaches_suffered_past_month | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| midas.days_past_month_miss_work_school | 39889 | 0.00 | FALSE | 0 | Did: 0 |
| midas.days_past_month_work_school_half_productivity | 39889 | 0.00 | FALSE | 0 | Was: 0 |
| midas.days_past_month_miss_housework | 39889 | 0.00 | FALSE | 0 | Did: 0 |
| midas.days_past_month_housework_half_productivity | 39889 | 0.00 | FALSE | 0 | Was: 0 |
| midas.days_past_month_miss_social_activities | 39889 | 0.00 | FALSE | 0 | Did: 0 |
| nmss.ability_taste_food_smell | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmss.severe_taste_smell_loss | 39889 | 0.00 | FALSE | 0 | No : 0, Min: 0, Mil: 0, Mod: 0 |
| nmsw.drink_problems_choking_difficulty | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmsw.regularly_night_pass_urine | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmsw.sex_difficult_finding | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmsw.weak_standing_feeling_light | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmsw.acting_moving_sleep_talking | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmsw.double_vision | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| tinnitus.ears_noises_minutes_head | 39889 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| tinnitus.ears_noises_minutes_head_frequency | 39889 | 0.00 | FALSE | 0 | Nev: 0, Not: 0, Som: 0, Now: 0 |
| tinnitus.noises_worry_worst_upset | 39889 | 0.00 | FALSE | 0 | Not: 0, Sli: 0, Mod: 0, Sev: 0 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| ID | 0 | 1.00 | 42782.46 | 27141.44 | 2 | 17787 | 40604 | 67380.00 | 91354 | ▇▆▅▆▆ |
| Age_uncleaned | 428 | 0.99 | 38.15 | 14.50 | -55 | 26 | 36 | 49.00 | 290 | ▁▇▁▁▁ |
| EduYrs | 1960 | 0.95 | 16.27 | 3.80 | 0 | 14 | 16 | 19.00 | 96 | ▇▂▁▁▁ |
| Gender_numeric | 818 | 0.98 | 0.82 | 0.46 | 0 | 1 | 1 | 1.00 | 3 | ▂▇▁▁▁ |
| Sex_numeric | 619 | 0.98 | 0.80 | 0.40 | 0 | 1 | 1 | 1.00 | 1 | ▂▁▁▁▇ |
| demographics.college_or_university_degree_numeric | 926 | 0.98 | 0.53 | 0.50 | 0 | 0 | 1 | 1.00 | 1 | ▇▁▁▁▇ |
| demographics.a_levelsas_levels_or_equivalent_numeric | 926 | 0.98 | 0.60 | 0.49 | 0 | 0 | 1 | 1.00 | 1 | ▅▁▁▁▇ |
| demographics.o_levelsgcses_or_equivalent_numeric | 926 | 0.98 | 0.73 | 0.45 | 0 | 0 | 1 | 1.00 | 1 | ▃▁▁▁▇ |
| demographics.cses_or_equivalent_numeric | 926 | 0.98 | 0.10 | 0.30 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| demographics.nvq_or_hnd_or_hnc_or_equivalent_numeric | 926 | 0.98 | 0.24 | 0.43 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▂ |
| Ethnicity_numeric | 1043 | 0.97 | 1.12 | 0.61 | 1 | 1 | 1 | 1.00 | 6 | ▇▁▁▁▁ |
| Age | 433 | 0.99 | 38.15 | 14.42 | 16 | 26 | 36 | 49.00 | 93 | ▇▆▅▁▁ |
| age_category_numeric | 433 | 0.99 | 3.75 | 1.57 | 1 | 3 | 4 | 5.00 | 12 | ▇▆▂▁▁ |
| highest_education_prepan_numeric | 2478 | 0.94 | 3.21 | 1.05 | 1 | 3 | 4 | 4.00 | 4 | ▂▁▁▃▇ |
| employment.phd_numeric | 27149 | 0.32 | 0.04 | 0.19 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.masters_degree_or_equivalent_numeric | 27149 | 0.32 | 0.18 | 0.38 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▂ |
| employment.postgraduate_degree_or_equivalent_numeric | 27149 | 0.32 | 0.14 | 0.34 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.bachelors_degree_or_equivalent_numeric | 27149 | 0.32 | 0.49 | 0.50 | 0 | 0 | 0 | 1.00 | 1 | ▇▁▁▁▇ |
| employment.a_levelsas_levels_or_equivalent_numeric | 27149 | 0.32 | 0.60 | 0.49 | 0 | 0 | 1 | 1.00 | 1 | ▆▁▁▁▇ |
| employment.o_levelsgcses_or_equivalent_numeric | 27149 | 0.32 | 0.66 | 0.47 | 0 | 0 | 1 | 1.00 | 1 | ▅▁▁▁▇ |
| employment.cses_or_equivalent_numeric | 27149 | 0.32 | 0.12 | 0.32 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.nvq_or_hnd_or_hnc_or_equivalent_numeric | 27149 | 0.32 | 0.25 | 0.43 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▂ |
| employment.government_work_key_workers_numeric | 31338 | 0.21 | 2.22 | 3.26 | 0 | 0 | 1 | 2.00 | 11 | ▇▁▁▁▁ |
| employment.unemployed_numeric | 27161 | 0.32 | 0.09 | 0.28 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.zerohours_contract_numeric | 27161 | 0.32 | 0.03 | 0.17 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.stayathome_parent_or_carer_numeric | 27161 | 0.32 | 0.04 | 0.20 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.retired_numeric | 27161 | 0.32 | 0.12 | 0.33 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.student_gcse_or_a_level_numeric | 27161 | 0.32 | 0.02 | 0.14 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.student_university_numeric | 27161 | 0.32 | 0.08 | 0.28 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.became_unemployed_numeric | 29237 | 0.27 | 0.04 | 0.21 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.furloughed_or_paid_leave_government_funded_numeric | 29237 | 0.27 | 0.09 | 0.28 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.furloughed_or_paid_leave_company_funded_numeric | 29237 | 0.27 | 0.02 | 0.12 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.paid_leave_furloughed_numeric | 29237 | 0.27 | 0.04 | 0.19 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| highest_education_numeric | 27582 | 0.31 | 3.36 | 0.95 | 1 | 3 | 4 | 4.00 | 4 | ▁▁▁▃▇ |
| key_worker_numeric | 27184 | 0.32 | 0.42 | 0.49 | 0 | 0 | 0 | 1.00 | 1 | ▇▁▁▁▆ |
| anxiety_disorders_numeric | 3874 | 0.90 | 0.87 | 0.34 | 0 | 1 | 1 | 1.00 | 1 | ▁▁▁▁▇ |
| mhd.specific_phobia_e.g._phobia_of_flying_numeric | 1505 | 0.96 | 0.05 | 0.22 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.social_anxiety_or_social_phobia_numeric | 1505 | 0.96 | 0.25 | 0.43 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▂ |
| agoraphobia_panic_disorder_numeric | 9810 | 0.75 | 0.52 | 0.50 | 0 | 0 | 1 | 1.00 | 1 | ▇▁▁▁▇ |
| depressive_disorders_numeric | 1505 | 0.96 | 0.89 | 0.31 | 0 | 1 | 1 | 1.00 | 1 | ▁▁▁▁▇ |
| eating_disorders_numeric | 1616 | 0.96 | 0.11 | 0.32 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| obsessive_compulsive_disorders_numeric | 1505 | 0.96 | 0.15 | 0.35 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▂ |
| psychotic_disorders_numeric | 1616 | 0.96 | 0.04 | 0.19 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.mania_hypomania_bipolar_or_manicdepression_numeric | 1505 | 0.96 | 0.07 | 0.26 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.posttraumatic_stress_disorder_ptsd_numeric | 1505 | 0.96 | 0.15 | 0.35 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▂ |
| autism_spectrum_disorder_numeric | 1616 | 0.96 | 0.03 | 0.18 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.attention_deficit_hyperactivity_disorder_numeric | 1616 | 0.96 | 0.02 | 0.15 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.personality_disorder_numeric | 1616 | 0.96 | 0.08 | 0.28 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| personality_cluster_a_numeric | 1874 | 0.95 | 0.00 | 0.04 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| personality_cluster_b_numeric | 1874 | 0.95 | 0.07 | 0.25 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| personality_cluster_c_numeric | 1874 | 0.95 | 0.01 | 0.07 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| depression_and_anxiety_numeric | 3874 | 0.90 | 1.23 | 0.63 | 0 | 1 | 1 | 1.00 | 3 | ▁▇▁▁▁ |
| restricting_vs_binge_eating_eating_disorders_numeric | 1616 | 0.96 | 0.18 | 0.52 | 0 | 0 | 0 | 0.00 | 2 | ▇▁▁▁▁ |
| bipolar_and_schizophrenia_numeric | 1618 | 0.96 | 0.23 | 0.76 | 0 | 0 | 0 | 0.00 | 3 | ▇▁▁▁▁ |
| control_numeric | 1622 | 0.96 | 0.01 | 0.12 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| disorders_total_count | 3985 | 0.90 | 2.44 | 1.20 | 0 | 2 | 2 | 3.00 | 10 | ▇▃▁▁▁ |
| comorbidity_total_count_numeric | 4839 | 0.88 | 1.50 | 1.15 | 0 | 1 | 1 | 2.00 | 9 | ▇▅▁▁▁ |
| comorbidity_total_count_factor_numeric | 4839 | 0.88 | 1.40 | 0.91 | 0 | 1 | 1 | 2.00 | 3 | ▂▇▁▃▂ |
| gad.feeling_nervous_anxious_or_on_edge_prepan_numeric | 3016 | 0.92 | 1.57 | 1.03 | 0 | 1 | 1 | 3.00 | 3 | ▃▇▁▃▅ |
| gad.control_worrying_stop_prepan_numeric | 3025 | 0.92 | 1.45 | 1.10 | 0 | 1 | 1 | 3.00 | 3 | ▆▇▁▅▆ |
| gad.worrying_too_much_about_different_things_prepan_numeric | 3020 | 0.92 | 1.56 | 1.07 | 0 | 1 | 1 | 3.00 | 3 | ▃▇▁▅▆ |
| gad.trouble_relaxing_prepan_numeric | 3024 | 0.92 | 1.57 | 1.07 | 0 | 1 | 1 | 3.00 | 3 | ▅▇▁▅▆ |
| gad.sit_restless_hard_prepan_numeric | 3030 | 0.92 | 0.89 | 1.03 | 0 | 0 | 1 | 1.00 | 3 | ▇▅▁▂▂ |
| gad.becoming_easily_annoyed_or_irritable_prepan_numeric | 3022 | 0.92 | 1.34 | 1.03 | 0 | 1 | 1 | 2.00 | 3 | ▅▇▁▃▃ |
| gad.awful_feeling_afraid_happen_prepan_numeric | 3023 | 0.92 | 1.22 | 1.12 | 0 | 0 | 1 | 2.00 | 3 | ▇▇▁▃▅ |
| gad.sum_score_prepan_raw | 0 | 1.00 | 8.87 | 6.36 | 0 | 4 | 8 | 14.00 | 21 | ▇▆▅▅▅ |
| na_per_person_gad_prepan | 0 | 1.00 | 0.53 | 1.85 | 0 | 0 | 0 | 0.00 | 7 | ▇▁▁▁▁ |
| gad.sum_score_prepan | 3082 | 0.92 | 9.60 | 6.07 | 0 | 5 | 9 | 14.00 | 21 | ▇▇▆▅▆ |
| pcl.stressful_experience_repeated_images_prepan_numeric | 4126 | 0.90 | 2.44 | 1.30 | 1 | 1 | 2 | 4.00 | 5 | ▇▇▅▅▂ |
| pcl.stressful_experience_upset_reminded_prepan_numeric | 4126 | 0.90 | 2.72 | 1.29 | 1 | 2 | 3 | 4.00 | 5 | ▆▇▅▅▃ |
| pcl.stressful_situation_avoiding_activities_prepan_numeric | 4132 | 0.90 | 2.45 | 1.37 | 1 | 1 | 2 | 4.00 | 5 | ▇▆▃▃▂ |
| pcl.cut_people_feeling_distant_prepan_numeric | 4127 | 0.90 | 3.01 | 1.36 | 1 | 2 | 3 | 4.00 | 5 | ▆▇▆▇▆ |
| pcl.feeling_irritable_or_having_angry_outbursts_prepan_numeric | 4122 | 0.90 | 2.52 | 1.25 | 1 | 2 | 2 | 3.00 | 5 | ▆▇▅▅▂ |
| pcl.difficulty_concentrating_prepan_numeric | 4124 | 0.90 | 2.93 | 1.29 | 1 | 2 | 3 | 4.00 | 5 | ▅▇▆▆▅ |
| pcl.sum_score_prepan_raw | 0 | 1.00 | 14.42 | 7.65 | 0 | 9 | 14 | 20.00 | 30 | ▃▇▇▆▃ |
| na_per_person_pcl_prepan | 0 | 1.00 | 0.62 | 1.83 | 0 | 0 | 0 | 0.00 | 6 | ▇▁▁▁▁ |
| pcl.sum_score_prepan | 4148 | 0.90 | 16.08 | 6.21 | 6 | 11 | 15 | 21.00 | 30 | ▆▇▇▅▂ |
| phq.little_interest_or_pleasure_in_doing_things_prepan_numeric | 1714 | 0.96 | 1.30 | 1.01 | 0 | 1 | 1 | 2.00 | 3 | ▅▇▁▃▃ |
| phq.feeling_down_depressed_or_hopeless_prepan_numeric | 1721 | 0.96 | 1.35 | 1.00 | 0 | 1 | 1 | 2.00 | 3 | ▃▇▁▃▃ |
| phq.staying_asleep_sleeping_trouble_prepan_numeric | 1712 | 0.96 | 1.73 | 1.08 | 0 | 1 | 2 | 3.00 | 3 | ▃▇▁▅▇ |
| phq.feeling_tired_or_having_little_energy_prepan_numeric | 1709 | 0.96 | 1.94 | 1.00 | 0 | 1 | 2 | 3.00 | 3 | ▂▆▁▅▇ |
| phq.poor_appetite_or_overeating_prepan_numeric | 1720 | 0.96 | 1.51 | 1.12 | 0 | 1 | 1 | 3.00 | 3 | ▇▇▁▆▇ |
| phq.feeling_bad_failure_family_prepan_numeric | 1720 | 0.96 | 1.49 | 1.11 | 0 | 1 | 1 | 3.00 | 3 | ▆▇▁▅▆ |
| phq.trouble_concentrating_reading_newspaper_prepan_numeric | 1719 | 0.96 | 1.32 | 1.07 | 0 | 0 | 1 | 2.00 | 3 | ▆▇▁▅▅ |
| phq.moving_fidgety_noticed_opposite_prepan_numeric | 1731 | 0.96 | 0.65 | 0.93 | 0 | 0 | 0 | 1.00 | 3 | ▇▃▁▂▁ |
| phq.dead_hurting_thoughts_prepan_numeric | 1746 | 0.96 | 0.74 | 0.99 | 0 | 0 | 0 | 1.00 | 3 | ▇▃▁▂▂ |
| phq.sum_score_prepan_raw | 0 | 1.00 | 11.54 | 7.25 | 0 | 6 | 11 | 17.00 | 27 | ▇▇▇▅▃ |
| na_per_person_phq_prepan | 0 | 1.00 | 0.39 | 1.82 | 0 | 0 | 0 | 0.00 | 9 | ▇▁▁▁▁ |
| phq.missing_only_suicide_item_prepan | 0 | 1.00 | 0.00 | 0.03 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| phq.sum_score_prepan | 1817 | 0.95 | 12.05 | 6.98 | 0 | 6 | 11 | 17.00 | 27 | ▆▇▇▅▃ |
| phq.sum_score_8items_prepan | 0 | 1.00 | 11.54 | 7.25 | 0 | 6 | 11 | 17.00 | 27 | ▇▇▇▅▃ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_prepan_numeric | 35667 | 0.11 | 0.93 | 1.17 | 0 | 0 | 1 | 1.00 | 4 | ▇▅▂▁▁ |
| ocir.arranged_things_change_upset_prepan_numeric | 35669 | 0.11 | 1.65 | 1.22 | 0 | 1 | 1 | 3.00 | 4 | ▃▇▅▃▂ |
| ocir.repeat_feel_numbers_prepan_numeric | 35669 | 0.11 | 0.46 | 0.98 | 0 | 0 | 0 | 0.00 | 4 | ▇▁▁▁▁ |
| ocir.clean_simply_wash_feel_prepan_numeric | 35669 | 0.11 | 0.75 | 1.08 | 0 | 0 | 0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.mind_upset_unpleasant_thoughts_prepan_numeric | 35670 | 0.11 | 1.93 | 1.31 | 0 | 1 | 2 | 3.00 | 4 | ▅▇▇▆▅ |
| ocir.afraid_avoid_throwing_things_prepan_numeric | 35670 | 0.11 | 1.42 | 1.27 | 0 | 0 | 1 | 2.00 | 4 | ▇▇▅▃▂ |
| ocir.light_switches_water_taps_prepan_numeric | 35670 | 0.11 | 0.68 | 1.08 | 0 | 0 | 0 | 1.00 | 4 | ▇▃▁▁▁ |
| ocir.arranged_things_prepan_numeric | 35671 | 0.11 | 1.39 | 1.20 | 0 | 0 | 1 | 2.00 | 4 | ▆▇▃▂▂ |
| ocir.good_feel_bad_numbers_prepan_numeric | 35671 | 0.11 | 0.76 | 1.17 | 0 | 0 | 0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.hands_longer_wash_prepan_numeric | 35671 | 0.11 | 0.58 | 1.05 | 0 | 0 | 0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.saved_things_prepan_numeric | 35659 | 0.11 | 1.13 | 1.16 | 0 | 0 | 1 | 2.00 | 4 | ▇▆▃▂▁ |
| ocir.frequently_difficulty_rid_nasty_prepan_numeric | 35673 | 0.11 | 1.72 | 1.31 | 0 | 1 | 1 | 3.00 | 4 | ▅▇▅▅▃ |
| ocir.i_check_things_more_often_than_necessary_prepan_numeric | 35658 | 0.11 | 1.52 | 1.19 | 0 | 1 | 1 | 2.00 | 4 | ▅▇▅▅▂ |
| ocir.arranged_properly_objects_upset_prepan_numeric | 35665 | 0.11 | 1.37 | 1.14 | 0 | 1 | 1 | 2.00 | 4 | ▅▇▅▂▁ |
| ocir.feel_compelled_count_things_prepan_numeric | 35663 | 0.11 | 0.84 | 1.17 | 0 | 0 | 0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.strangers_touch_touched_difficult_prepan_numeric | 35663 | 0.11 | 0.67 | 1.05 | 0 | 0 | 0 | 1.00 | 4 | ▇▃▁▁▁ |
| ocir.control_difficult_find_thoughts_prepan_numeric | 35667 | 0.11 | 2.18 | 1.23 | 0 | 1 | 2 | 3.00 | 4 | ▂▇▇▇▆ |
| ocir.i_collect_things_i_dont_need_prepan_numeric | 35668 | 0.11 | 1.09 | 1.16 | 0 | 0 | 1 | 2.00 | 4 | ▇▆▃▂▁ |
| ocir.sum_score_prepan_raw | 35641 | 0.11 | 20.94 | 13.35 | 0 | 11 | 18 | 29.00 | 72 | ▇▇▃▁▁ |
| na_per_person_ocir_prepan | 35641 | 0.11 | 0.11 | 1.34 | 0 | 0 | 0 | 0.00 | 18 | ▇▁▁▁▁ |
| ocir.sum_score_prepan | 35677 | 0.11 | 21.07 | 13.30 | 0 | 11 | 18 | 29.00 | 72 | ▇▇▅▁▁ |
| gad.problems_made_difficult_care_numeric | 27918 | 0.30 | 2.08 | 0.81 | 1 | 2 | 2 | 2.00 | 4 | ▃▇▁▂▁ |
| gad.pandemic_felt_feelings_numeric | 27154 | 0.32 | 2.32 | 0.97 | 1 | 2 | 2 | 3.00 | 5 | ▃▇▆▁▁ |
| gad.feeling_nervous_anxious_or_on_edge_retro_numeric | 30779 | 0.23 | 1.11 | 0.84 | 0 | 1 | 1 | 1.00 | 3 | ▃▇▁▂▁ |
| gad.control_worrying_stop_retro_numeric | 30782 | 0.23 | 0.91 | 0.88 | 0 | 0 | 1 | 1.00 | 3 | ▆▇▁▂▂ |
| gad.worrying_too_much_about_different_things_retro_numeric | 30781 | 0.23 | 1.05 | 0.87 | 0 | 0 | 1 | 1.00 | 3 | ▅▇▁▂▂ |
| gad.trouble_relaxing_retro_numeric | 30782 | 0.23 | 0.95 | 0.91 | 0 | 0 | 1 | 1.00 | 3 | ▆▇▁▂▂ |
| gad.sit_restless_hard_retro_numeric | 30783 | 0.23 | 0.50 | 0.78 | 0 | 0 | 0 | 1.00 | 3 | ▇▃▁▁▁ |
| gad.becoming_easily_annoyed_or_irritable_retro_numeric | 30783 | 0.23 | 0.98 | 0.84 | 0 | 0 | 1 | 1.00 | 3 | ▅▇▁▂▁ |
| gad.awful_feeling_afraid_happen_retro_numeric | 30782 | 0.23 | 0.71 | 0.88 | 0 | 0 | 0 | 1.00 | 3 | ▇▅▁▂▁ |
| gad.feeling_nervous_anxious_or_on_edge_base_numeric | 27151 | 0.32 | 1.43 | 1.00 | 0 | 1 | 1 | 2.00 | 3 | ▃▇▁▅▃ |
| gad.control_worrying_stop_base_numeric | 27156 | 0.32 | 1.19 | 1.05 | 0 | 0 | 1 | 2.00 | 3 | ▇▇▁▅▃ |
| gad.worrying_too_much_about_different_things_base_numeric | 27157 | 0.32 | 1.30 | 1.05 | 0 | 0 | 1 | 2.00 | 3 | ▆▇▁▅▅ |
| gad.trouble_relaxing_base_numeric | 27154 | 0.32 | 1.38 | 1.06 | 0 | 1 | 1 | 2.00 | 3 | ▅▇▁▅▅ |
| gad.sit_restless_hard_base_numeric | 27156 | 0.32 | 0.73 | 0.94 | 0 | 0 | 0 | 1.00 | 3 | ▇▅▁▂▁ |
| gad.becoming_easily_annoyed_or_irritable_base_numeric | 27155 | 0.32 | 1.37 | 1.01 | 0 | 1 | 1 | 2.00 | 3 | ▅▇▁▅▃ |
| gad.awful_feeling_afraid_happen_base_numeric | 27162 | 0.32 | 1.07 | 1.06 | 0 | 0 | 1 | 2.00 | 3 | ▇▇▁▃▃ |
| gad.sum_score_retro_raw | 27146 | 0.32 | 4.44 | 4.92 | 0 | 0 | 3 | 7.00 | 21 | ▇▃▁▁▁ |
| gad.sum_score_base_raw | 27146 | 0.32 | 8.47 | 5.83 | 0 | 4 | 7 | 13.00 | 21 | ▇▇▅▃▃ |
| na_per_person_gad_base | 27146 | 0.32 | 0.01 | 0.15 | 0 | 0 | 0 | 0.00 | 7 | ▇▁▁▁▁ |
| na_per_person_gad_retro | 27146 | 0.32 | 2.00 | 3.16 | 0 | 0 | 0 | 7.00 | 7 | ▇▁▁▁▃ |
| gad.sum_score_base | 27173 | 0.32 | 8.48 | 5.83 | 0 | 4 | 7 | 13.00 | 21 | ▇▇▅▃▃ |
| gad.sum_score_retro | 30791 | 0.23 | 6.21 | 4.78 | 0 | 3 | 5 | 8.75 | 21 | ▇▆▂▂▁ |
| pcl.stressful_experience_repeated_images_base_numeric | 27190 | 0.32 | 2.48 | 1.31 | 1 | 1 | 2 | 4.00 | 5 | ▇▇▅▅▂ |
| pcl.stressful_experience_upset_reminded_base_numeric | 27192 | 0.32 | 2.58 | 1.31 | 1 | 1 | 2 | 4.00 | 5 | ▆▇▅▅▃ |
| pcl.stressful_situation_avoiding_activities_base_numeric | 27187 | 0.32 | 2.08 | 1.30 | 1 | 1 | 2 | 3.00 | 5 | ▇▃▂▂▁ |
| pcl.cut_people_feeling_distant_base_numeric | 27180 | 0.32 | 3.12 | 1.38 | 1 | 2 | 3 | 4.00 | 5 | ▅▇▆▇▇ |
| pcl.feeling_irritable_or_having_angry_outbursts_base_numeric | 27184 | 0.32 | 2.54 | 1.25 | 1 | 2 | 2 | 4.00 | 5 | ▆▇▅▅▂ |
| pcl.difficulty_concentrating_base_numeric | 27177 | 0.32 | 2.90 | 1.32 | 1 | 2 | 3 | 4.00 | 5 | ▅▇▆▆▅ |
| pcl.stressful_experience_repeated_images_retro_numeric | 30902 | 0.23 | 0.20 | 0.40 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▂ |
| pcl.stressful_experience_upset_reminded_retro_numeric | 30361 | 0.24 | 0.24 | 0.43 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▂ |
| pcl.stressful_situation_avoiding_activities_retro_numeric | 33268 | 0.17 | 0.26 | 0.44 | 0 | 0 | 0 | 1.00 | 1 | ▇▁▁▁▃ |
| pcl.cut_people_feeling_distant_retro_numeric | 29148 | 0.27 | 0.73 | 0.44 | 0 | 0 | 1 | 1.00 | 1 | ▃▁▁▁▇ |
| pcl.feeling_irritable_or_having_angry_outbursts_retro_numeric | 30194 | 0.24 | 0.53 | 0.50 | 0 | 0 | 1 | 1.00 | 1 | ▇▁▁▁▇ |
| pcl.difficulty_concentrating_retro_numeric | 29308 | 0.27 | 0.48 | 0.50 | 0 | 0 | 0 | 1.00 | 1 | ▇▁▁▁▇ |
| pcl.sum_score_retro_raw | 27146 | 0.32 | 1.88 | 1.67 | 0 | 0 | 2 | 3.00 | 6 | ▇▃▃▁▂ |
| pcl.sum_score_base_raw | 27146 | 0.32 | 15.66 | 6.19 | 0 | 11 | 15 | 20.00 | 30 | ▁▇▇▆▂ |
| na_per_person_pcl_base | 27146 | 0.32 | 0.02 | 0.26 | 0 | 0 | 0 | 0.00 | 6 | ▇▁▁▁▁ |
| na_per_person_pcl_retro | 27146 | 0.32 | 1.59 | 1.73 | 0 | 0 | 1 | 3.00 | 6 | ▇▂▂▁▁ |
| pcl.sum_score_base | 27258 | 0.32 | 15.71 | 6.16 | 6 | 11 | 15 | 20.00 | 30 | ▇▇▆▅▂ |
| pcl.sum_score_retro | 35093 | 0.12 | 2.49 | 1.93 | 0 | 1 | 2 | 4.00 | 6 | ▇▃▅▂▅ |
| phq.problems_made_difficult_care_numeric | 27502 | 0.31 | 2.09 | 0.83 | 1 | 2 | 2 | 2.00 | 4 | ▃▇▁▂▁ |
| phq.pandemic_felt_feelings_numeric | 27184 | 0.32 | 2.34 | 0.98 | 1 | 2 | 2 | 3.00 | 5 | ▃▇▅▂▁ |
| phq.little_interest_or_pleasure_in_doing_things_retro_numeric | 30430 | 0.24 | 0.95 | 0.86 | 0 | 0 | 1 | 1.00 | 3 | ▆▇▁▂▁ |
| phq.feeling_down_depressed_or_hopeless_retro_numeric | 30428 | 0.24 | 1.04 | 0.85 | 0 | 0 | 1 | 1.00 | 3 | ▃▇▁▂▁ |
| phq.staying_asleep_sleeping_trouble_retro_numeric | 30427 | 0.24 | 1.16 | 1.00 | 0 | 0 | 1 | 2.00 | 3 | ▆▇▁▃▃ |
| phq.feeling_tired_or_having_little_energy_retro_numeric | 30426 | 0.24 | 1.33 | 0.95 | 0 | 1 | 1 | 2.00 | 3 | ▃▇▁▃▃ |
| phq.poor_appetite_or_overeating_retro_numeric | 30427 | 0.24 | 0.93 | 0.98 | 0 | 0 | 1 | 1.00 | 3 | ▇▆▁▃▂ |
| phq.feeling_bad_failure_family_retro_numeric | 30428 | 0.24 | 0.93 | 0.94 | 0 | 0 | 1 | 1.00 | 3 | ▇▇▁▃▂ |
| phq.trouble_concentrating_reading_newspaper_retro_numeric | 30428 | 0.24 | 0.84 | 0.90 | 0 | 0 | 1 | 1.00 | 3 | ▇▇▁▂▂ |
| phq.moving_fidgety_noticed_opposite_retro_numeric | 30432 | 0.24 | 0.33 | 0.67 | 0 | 0 | 0 | 0.00 | 3 | ▇▂▁▁▁ |
| phq.dead_hurting_thoughts_retro_numeric | 30429 | 0.24 | 0.48 | 0.79 | 0 | 0 | 0 | 1.00 | 3 | ▇▃▁▁▁ |
| phq.little_interest_or_pleasure_in_doing_things_base_numeric | 27151 | 0.32 | 1.27 | 1.00 | 0 | 1 | 1 | 2.00 | 3 | ▅▇▁▃▃ |
| phq.feeling_down_depressed_or_hopeless_base_numeric | 27160 | 0.32 | 1.26 | 0.96 | 0 | 1 | 1 | 2.00 | 3 | ▃▇▁▃▂ |
| phq.staying_asleep_sleeping_trouble_base_numeric | 27151 | 0.32 | 1.70 | 1.09 | 0 | 1 | 2 | 3.00 | 3 | ▃▇▁▅▇ |
| phq.feeling_tired_or_having_little_energy_base_numeric | 27152 | 0.32 | 1.75 | 1.02 | 0 | 1 | 2 | 3.00 | 3 | ▂▇▁▅▇ |
| phq.poor_appetite_or_overeating_base_numeric | 27153 | 0.32 | 1.40 | 1.12 | 0 | 0 | 1 | 2.00 | 3 | ▇▇▁▆▆ |
| phq.feeling_bad_failure_family_base_numeric | 27155 | 0.32 | 1.16 | 1.09 | 0 | 0 | 1 | 2.00 | 3 | ▇▇▁▃▅ |
| phq.trouble_concentrating_reading_newspaper_base_numeric | 27153 | 0.32 | 1.25 | 1.04 | 0 | 0 | 1 | 2.00 | 3 | ▆▇▁▅▃ |
| phq.moving_fidgety_noticed_opposite_base_numeric | 27158 | 0.32 | 0.46 | 0.80 | 0 | 0 | 0 | 1.00 | 3 | ▇▂▁▁▁ |
| phq.dead_hurting_thoughts_base_numeric | 27164 | 0.32 | 0.54 | 0.87 | 0 | 0 | 0 | 1.00 | 3 | ▇▂▁▁▁ |
| phq.sum_score_retro_raw | 27146 | 0.32 | 5.93 | 6.21 | 0 | 0 | 4 | 9.00 | 27 | ▇▃▂▁▁ |
| phq.sum_score_base_raw | 27146 | 0.32 | 10.78 | 6.68 | 0 | 5 | 10 | 16.00 | 27 | ▇▇▇▃▂ |
| na_per_person_phq_retro | 27146 | 0.32 | 2.32 | 3.93 | 0 | 0 | 0 | 9.00 | 9 | ▇▁▁▁▃ |
| phq.missing_only_suicide_item_retro | 27146 | 0.32 | 0.00 | 0.00 | 0 | 0 | 0 | 0.00 | 0 | ▁▁▇▁▁ |
| na_per_person_phq_base | 27146 | 0.32 | 0.01 | 0.17 | 0 | 0 | 0 | 0.00 | 8 | ▇▁▁▁▁ |
| phq.missing_only_suicide_item_base | 27146 | 0.32 | 0.00 | 0.03 | 0 | 0 | 0 | 0.00 | 1 | ▇▁▁▁▁ |
| phq.sum_score_base | 27180 | 0.32 | 10.79 | 6.68 | 0 | 5 | 10 | 16.00 | 27 | ▇▇▇▃▂ |
| phq.sum_score_8items_base | 27146 | 0.32 | 10.78 | 6.68 | 0 | 5 | 10 | 16.00 | 27 | ▇▇▇▃▂ |
| phq.sum_score_retro | 30438 | 0.24 | 7.99 | 5.95 | 0 | 3 | 7 | 11.00 | 27 | ▇▆▃▁▁ |
| phq.sum_score_8items_retro | 27146 | 0.32 | 5.93 | 6.21 | 0 | 0 | 4 | 9.00 | 27 | ▇▃▂▁▁ |
| ocir.felt_pandemic_feelings_numeric | 36244 | 0.09 | 2.41 | 0.71 | 1 | 2 | 2 | 3.00 | 5 | ▂▇▇▁▁ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_retro_numeric | 36244 | 0.09 | 0.80 | 1.16 | 0 | 0 | 0 | 1.00 | 4 | ▇▃▁▁▁ |
| ocir.arranged_things_change_upset_retro_numeric | 36245 | 0.09 | 1.56 | 1.32 | 0 | 0 | 1 | 3.00 | 4 | ▇▇▅▅▃ |
| ocir.repeat_feel_numbers_retro_numeric | 36245 | 0.09 | 0.37 | 0.88 | 0 | 0 | 0 | 0.00 | 4 | ▇▁▁▁▁ |
| ocir.clean_simply_wash_feel_retro_numeric | 36244 | 0.09 | 0.87 | 1.12 | 0 | 0 | 0 | 1.00 | 4 | ▇▅▂▁▁ |
| ocir.mind_upset_unpleasant_thoughts_retro_numeric | 36245 | 0.09 | 1.80 | 1.30 | 0 | 1 | 2 | 3.00 | 4 | ▅▇▆▅▃ |
| ocir.afraid_avoid_throwing_things_retro_numeric | 36244 | 0.09 | 1.28 | 1.29 | 0 | 0 | 1 | 2.00 | 4 | ▇▆▃▂▂ |
| ocir.light_switches_water_taps_retro_numeric | 36244 | 0.09 | 0.57 | 1.01 | 0 | 0 | 0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_retro_numeric | 36244 | 0.09 | 1.27 | 1.26 | 0 | 0 | 1 | 2.00 | 4 | ▇▇▃▂▂ |
| ocir.good_feel_bad_numbers_retro_numeric | 36245 | 0.09 | 0.72 | 1.18 | 0 | 0 | 0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.hands_longer_wash_retro_numeric | 36244 | 0.09 | 0.70 | 1.13 | 0 | 0 | 0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.saved_things_retro_numeric | 36250 | 0.09 | 1.16 | 1.26 | 0 | 0 | 1 | 2.00 | 4 | ▇▅▃▂▁ |
| ocir.frequently_difficulty_rid_nasty_retro_numeric | 36245 | 0.09 | 1.63 | 1.33 | 0 | 1 | 1 | 3.00 | 4 | ▆▇▅▅▃ |
| ocir.i_check_things_more_often_than_necessary_retro_numeric | 36244 | 0.09 | 1.31 | 1.22 | 0 | 0 | 1 | 2.00 | 4 | ▇▇▅▃▂ |
| ocir.arranged_properly_objects_upset_retro_numeric | 36243 | 0.09 | 1.32 | 1.23 | 0 | 0 | 1 | 2.00 | 4 | ▇▇▅▃▂ |
| ocir.feel_compelled_count_things_retro_numeric | 36244 | 0.09 | 0.82 | 1.20 | 0 | 0 | 0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.strangers_touch_touched_difficult_retro_numeric | 36243 | 0.09 | 1.12 | 1.30 | 0 | 0 | 1 | 2.00 | 4 | ▇▅▂▂▂ |
| ocir.control_difficult_find_thoughts_retro_numeric | 36244 | 0.09 | 2.07 | 1.27 | 0 | 1 | 2 | 3.00 | 4 | ▃▇▇▇▅ |
| ocir.i_collect_things_i_dont_need_retro_numeric | 36244 | 0.09 | 1.13 | 1.25 | 0 | 0 | 1 | 2.00 | 4 | ▇▅▃▂▁ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_base_numeric | 37896 | 0.05 | 0.69 | 1.07 | 0 | 0 | 0 | 1.00 | 4 | ▇▃▁▁▁ |
| ocir.arranged_things_change_upset_base_numeric | 37896 | 0.05 | 1.27 | 1.22 | 0 | 0 | 1 | 2.00 | 4 | ▇▇▃▂▂ |
| ocir.repeat_feel_numbers_base_numeric | 37897 | 0.05 | 0.32 | 0.80 | 0 | 0 | 0 | 0.00 | 4 | ▇▁▁▁▁ |
| ocir.clean_simply_wash_feel_base_numeric | 37895 | 0.05 | 0.61 | 0.94 | 0 | 0 | 0 | 1.00 | 4 | ▇▃▁▁▁ |
| ocir.mind_upset_unpleasant_thoughts_base_numeric | 37895 | 0.05 | 1.55 | 1.20 | 0 | 1 | 1 | 2.00 | 4 | ▅▇▅▃▂ |
| ocir.afraid_avoid_throwing_things_base_numeric | 37896 | 0.05 | 1.10 | 1.18 | 0 | 0 | 1 | 2.00 | 4 | ▇▆▂▂▁ |
| ocir.light_switches_water_taps_base_numeric | 37896 | 0.05 | 0.55 | 0.97 | 0 | 0 | 0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_base_numeric | 37895 | 0.05 | 1.16 | 1.18 | 0 | 0 | 1 | 2.00 | 4 | ▇▇▃▂▂ |
| ocir.good_feel_bad_numbers_base_numeric | 37895 | 0.05 | 0.59 | 1.05 | 0 | 0 | 0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.hands_longer_wash_base_numeric | 37896 | 0.05 | 0.56 | 0.98 | 0 | 0 | 0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.saved_things_base_numeric | 37899 | 0.05 | 0.93 | 1.15 | 0 | 0 | 1 | 1.00 | 4 | ▇▅▂▁▁ |
| ocir.frequently_difficulty_rid_nasty_base_numeric | 37897 | 0.05 | 1.43 | 1.24 | 0 | 0 | 1 | 2.00 | 4 | ▆▇▅▃▂ |
| ocir.i_check_things_more_often_than_necessary_base_numeric | 37896 | 0.05 | 0.86 | 1.02 | 0 | 0 | 1 | 1.00 | 4 | ▇▆▂▁▁ |
| ocir.arranged_properly_objects_upset_base_numeric | 37898 | 0.05 | 1.13 | 1.14 | 0 | 0 | 1 | 2.00 | 4 | ▇▇▃▂▁ |
| ocir.feel_compelled_count_things_base_numeric | 37897 | 0.05 | 0.58 | 1.02 | 0 | 0 | 0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.strangers_touch_touched_difficult_base_numeric | 37896 | 0.05 | 0.75 | 1.12 | 0 | 0 | 0 | 1.00 | 4 | ▇▃▁▁▁ |
| ocir.control_difficult_find_thoughts_base_numeric | 37896 | 0.05 | 1.62 | 1.21 | 0 | 1 | 1 | 2.00 | 4 | ▅▇▅▃▂ |
| ocir.i_collect_things_i_dont_need_base_numeric | 37897 | 0.05 | 1.01 | 1.18 | 0 | 0 | 1 | 2.00 | 4 | ▇▅▂▂▁ |
| ocir.sum_score_retro_raw | 29978 | 0.25 | 7.54 | 12.66 | 0 | 0 | 0 | 13.00 | 71 | ▇▂▁▁▁ |
| ocir.sum_score_base_raw | 29978 | 0.25 | 3.36 | 8.75 | 0 | 0 | 0 | 0.00 | 72 | ▇▁▁▁▁ |
| na_per_person_ocir_retro | 29978 | 0.25 | 11.38 | 8.68 | 0 | 0 | 18 | 18.00 | 18 | ▅▁▁▁▇ |
| na_per_person_ocir_base | 29978 | 0.25 | 14.38 | 7.21 | 0 | 18 | 18 | 18.00 | 18 | ▂▁▁▁▇ |
| ocir.sum_score_base | 37906 | 0.05 | 16.74 | 12.55 | 0 | 7 | 14 | 23.00 | 72 | ▇▅▂▁▁ |
| ocir.sum_score_retro | 36255 | 0.09 | 20.50 | 13.03 | 0 | 11 | 18 | 27.00 | 71 | ▇▇▃▁▁ |
| alsfrs.limb_weakness_noticed_past_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.normal_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.slow_or_sloppy_all_words_are_legible_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.not_all_words_are_legible_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.able_to_grip_pen_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.unable_to_grip_pen_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.have_you_noticed_any_difficulty_walking_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.do_you_have_any_difficulty_climbing_stairs_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.felt_excessively_sleepy_past_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sitting_and_reading_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.watching_tv_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sitting_inactive_in_a_public_place_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.break_passenger_car_hour_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.afternoon_rest_circumstances_lying_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sitting_and_talking_to_someone_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sitting_quietly_after_a_lunch_without_alcohol_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.car_minutes_stopped_traffic_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.insomnia_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.narcolepsy_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.rem_sleep_behaviour_disorder_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.restless_legs_syndrome_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sleep_apnea_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sleep_terrors_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sleepwalking_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.other_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.none_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.headaches_suffered_past_month_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.days_past_month_miss_work_school_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.days_past_month_work_school_half_productivity_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.days_past_month_miss_housework_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.days_past_month_housework_half_productivity_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.days_past_month_miss_social_activities_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmss.ability_taste_food_smell_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmss.severe_taste_smell_loss_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.drink_problems_choking_difficulty_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.regularly_night_pass_urine_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.sex_difficult_finding_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.weak_standing_feeling_light_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.acting_moving_sleep_talking_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.double_vision_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| tinnitus.ears_noises_minutes_head_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| tinnitus.ears_noises_minutes_head_frequency_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| tinnitus.noises_worry_worst_upset_numeric | 39889 | 0.00 | NaN | NA | NA | NA | NA | NA | NA |
Variable type: POSIXct
| skim_variable | n_missing | complete_rate | min | max | median | n_unique |
|---|---|---|---|---|---|---|
| startDate.prepandemic | 0 | 1.00 | 2018-09-15 10:13:49 | 2020-09-30 10:19:32 | 2019-04-01 19:30:56 | 39669 |
| startDate.coping | 27146 | 0.32 | 2020-04-30 18:50:27 | 2020-09-13 20:04:12 | 2020-05-08 13:09:25 | 12222 |
Check duplicates again to be saved +++KLP: RAMP: More than one column: Age, Sex, Login ID; if they match on all 3 then we treat them as a duplicate; otherwise we are going to rename the Login ID +++KT: No duplicates identified by ID in GLAD. +++MD: Duplicates have been removed in cleaning script for NBR. No duplicates at this stage.
FALSE
39889 #Exclusion Exclude those without sex, gender, age and incomplete PHQ/GAD items Create a new new object for each exclusion step, e.g., data.no_sex, data.no_gender and data.no_sex.no_age
[1] "N = 619 were excluded because they did not report their sex"[1] 39270 496[1] 39071 496[1] 199199 were excluded because they did not report their sex
[1] 39071 496[1] 39070 496[1] 1dim(dat.no.sex.no.gender)[1]-dim(dat.no.sex.no.gender.no.age)[1] were excluded because they did not report their age
Exclusion of inflammatory bowel disease (IBD) and GLAD BioResource (NBR) cohort ++MD: 3,410 participants from NBR IBD cohort excluded ++KT: 3 duplicated GLAD participants are excluded
##Create tidy data on which the exclusion criteria have been applied Complete sex, gender, age and missingness information applied.
| Name | dat |
| Number of rows | 39070 |
| Number of columns | 496 |
| _______________________ | |
| Column type frequency: | |
| character | 1 |
| factor | 224 |
| logical | 1 |
| numeric | 268 |
| POSIXct | 2 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| Sample | 0 | 1 | 4 | 4 | 0 | 1 | 0 |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
|---|---|---|---|---|---|
| Gender_unc | 0 | 1.00 | FALSE | 4 | Fem: 30241, Mal: 8040, Non: 574, Pre: 215 |
| Sex | 0 | 1.00 | FALSE | 2 | Fem: 31084, Mal: 7986 |
| demographics.college_or_university_degree | 302 | 0.99 | FALSE | 2 | Col: 20478, Not: 18290 |
| demographics.a_levelsas_levels_or_equivalent | 302 | 0.99 | FALSE | 2 | A l: 23294, Not: 15474 |
| demographics.o_levelsgcses_or_equivalent | 302 | 0.99 | FALSE | 2 | O l: 28202, Not: 10566 |
| demographics.cses_or_equivalent | 302 | 0.99 | FALSE | 2 | Not: 34749, CSE: 4019 |
| demographics.nvq_or_hnd_or_hnc_or_equivalent | 302 | 0.99 | FALSE | 2 | Not: 29350, NVQ: 9418 |
| Ethnicity_unc | 411 | 0.99 | FALSE | 6 | Whi: 36525, Mix: 978, Asi: 542, Oth: 381 |
| Gender | 0 | 1.00 | FALSE | 4 | Fem: 30241, Mal: 8040, Non: 574, Pre: 215 |
| Ethnicity | 411 | 0.99 | FALSE | 6 | Whi: 36525, Mix: 978, Asi: 542, Oth: 381 |
| age_category | 0 | 1.00 | FALSE | 12 | 26-: 10176, 36-: 7350, 19-: 7139, 46-: 7001 |
| highest_education_prepan | 1847 | 0.95 | FALSE | 4 | Uni: 20478, A-l: 8670, GCS: 4743, NVQ: 3332 |
| employment.phd | 26394 | 0.32 | FALSE | 2 | Not: 12178, PhD: 498 |
| employment.masters_degree_or_equivalent | 26394 | 0.32 | FALSE | 2 | Not: 10393, Mas: 2283 |
| employment.postgraduate_degree_or_equivalent | 26394 | 0.32 | FALSE | 2 | Not: 10925, Pos: 1751 |
| employment.bachelors_degree_or_equivalent | 26394 | 0.32 | FALSE | 2 | Not: 6467, Bac: 6209 |
| employment.a_levelsas_levels_or_equivalent | 26394 | 0.32 | FALSE | 2 | A l: 7538, Not: 5138 |
| employment.o_levelsgcses_or_equivalent | 26394 | 0.32 | FALSE | 2 | O l: 8328, Not: 4348 |
| employment.cses_or_equivalent | 26394 | 0.32 | FALSE | 2 | Not: 11202, CSE: 1474 |
| employment.nvq_or_hnd_or_hnc_or_equivalent | 26394 | 0.32 | FALSE | 2 | Not: 9553, NVQ: 3123 |
| employment.government_work_key_workers | 30562 | 0.22 | FALSE | 11 | Non: 3138, Hea: 2532, Edu: 963, Oth: 617 |
| employment.unemployed | 26406 | 0.32 | FALSE | 2 | Not: 11549, Une: 1115 |
| employment.zerohours_contract | 26406 | 0.32 | FALSE | 2 | Not: 12308, Zer: 356 |
| employment.stayathome_parent_or_carer | 26406 | 0.32 | FALSE | 2 | Not: 12123, Sta: 541 |
| employment.retired | 26406 | 0.32 | FALSE | 2 | Not: 11102, Ret: 1562 |
| employment.student_gcse_or_a_level | 26406 | 0.32 | FALSE | 2 | Not: 12426, Stu: 238 |
| employment.student_university | 26406 | 0.32 | FALSE | 2 | Not: 11609, Stu: 1055 |
| employment.became_unemployed | 28472 | 0.27 | FALSE | 2 | Not: 10131, Bec: 467 |
| employment.furloughed_or_paid_leave_government_funded | 28472 | 0.27 | FALSE | 2 | Not: 9675, Fur: 923 |
| employment.furloughed_or_paid_leave_company_funded | 28472 | 0.27 | FALSE | 2 | Not: 10435, Fur: 163 |
| employment.paid_leave_furloughed | 28472 | 0.27 | FALSE | 2 | Not: 10216, Fur: 382 |
| highest_education | 26827 | 0.31 | FALSE | 4 | Uni: 7525, A-l: 2715, GCS: 1081, NVQ: 922 |
| key_worker | 26429 | 0.32 | FALSE | 2 | No : 7271, Key: 5370 |
| anxiety_disorders | 3233 | 0.92 | FALSE | 2 | Anx: 31192, No : 4645 |
| mhd.specific_phobia_e.g._phobia_of_flying | 873 | 0.98 | FALSE | 2 | Not: 36239, Spe: 1958 |
| mhd.social_anxiety_or_social_phobia | 873 | 0.98 | FALSE | 2 | Not: 28663, Soc: 9534 |
| agoraphobia_panic_disorder | 9144 | 0.77 | FALSE | 2 | Ago: 15410, No : 14516 |
| depressive_disorders | 873 | 0.98 | FALSE | 2 | Dep: 34025, No : 4172 |
| eating_disorders | 984 | 0.97 | FALSE | 2 | No : 33724, Eat: 4362 |
| obsessive_compulsive_disorders | 873 | 0.98 | FALSE | 2 | No : 32630, Obs: 5567 |
| psychotic_disorders | 984 | 0.97 | FALSE | 2 | No : 36707, Psy: 1379 |
| mhd.mania_hypomania_bipolar_or_manicdepression | 873 | 0.98 | FALSE | 2 | Not: 35400, Man: 2797 |
| mhd.posttraumatic_stress_disorder_ptsd | 873 | 0.98 | FALSE | 2 | Not: 32584, Pos: 5613 |
| autism_spectrum_disorder | 984 | 0.97 | FALSE | 2 | No : 36847, Aut: 1239 |
| mhd.attention_deficit_hyperactivity_disorder | 984 | 0.97 | FALSE | 2 | Not: 37206, Att: 880 |
| mhd.personality_disorder | 984 | 0.97 | FALSE | 2 | Not: 34952, Per: 3134 |
| personality_cluster_a | 1238 | 0.97 | FALSE | 2 | No : 37771, Per: 61 |
| personality_cluster_b | 1238 | 0.97 | FALSE | 2 | No : 35220, Per: 2612 |
| personality_cluster_c | 1238 | 0.97 | FALSE | 2 | No : 37625, Per: 207 |
| depression_and_anxiety | 3233 | 0.92 | FALSE | 4 | Dep: 28382, Onl: 3572, Onl: 2810, No : 1073 |
| restricting_vs_binge_eating_eating_disorders | 984 | 0.97 | FALSE | 3 | No : 33724, Eat: 2410, Ano: 1952 |
| bipolar_and_schizophrenia | 986 | 0.97 | FALSE | 4 | No : 34473, Onl: 2233, Onl: 826, Psy: 552 |
| control | 990 | 0.97 | FALSE | 2 | No : 37510, Con: 570 |
| comorbidity_total_count_factor | 4186 | 0.89 | FALSE | 4 | 1 c: 16727, 2 c: 7780, 3+ : 5521, No : 4856 |
| mhd.none_of_the_above | 873 | 0.98 | FALSE | 2 | Not: 37420, Non: 777 |
| mhd.none_of_the_above.1 | 984 | 0.97 | FALSE | 2 | Non: 26842, Not: 11244 |
| gad.feeling_nervous_anxious_or_on_edge_prepan | 2377 | 0.94 | FALSE | 4 | Sev: 14902, Nea: 9620, Mor: 6917, Not: 5254 |
| gad.control_worrying_stop_prepan | 2386 | 0.94 | FALSE | 4 | Sev: 12547, Nea: 9271, Not: 8417, Mor: 6449 |
| gad.worrying_too_much_about_different_things_prepan | 2382 | 0.94 | FALSE | 4 | Sev: 13187, Nea: 10095, Mor: 6857, Not: 6549 |
| gad.trouble_relaxing_prepan | 2386 | 0.94 | FALSE | 4 | Sev: 12790, Nea: 9960, Mor: 7431, Not: 6503 |
| gad.sit_restless_hard_prepan | 2392 | 0.94 | FALSE | 4 | Not: 17391, Sev: 10524, Mor: 4392, Nea: 4371 |
| gad.becoming_easily_annoyed_or_irritable_prepan | 2384 | 0.94 | FALSE | 4 | Sev: 14526, Not: 8354, Nea: 6937, Mor: 6869 |
| gad.awful_feeling_afraid_happen_prepan | 2385 | 0.94 | FALSE | 4 | Not: 12418, Sev: 11221, Nea: 7412, Mor: 5634 |
| pcl.stressful_experience_repeated_images_prepan | 3478 | 0.91 | FALSE | 5 | Not: 10784, A l: 10239, Qui: 5960, Mod: 5646 |
| pcl.stressful_experience_upset_reminded_prepan | 3478 | 0.91 | FALSE | 5 | A l: 10575, Not: 7199, Qui: 7013, Mod: 6898 |
| pcl.stressful_situation_avoiding_activities_prepan | 3484 | 0.91 | FALSE | 5 | Not: 12017, A l: 8558, Qui: 5804, Mod: 5558 |
| pcl.cut_people_feeling_distant_prepan | 3479 | 0.91 | FALSE | 5 | A l: 8555, Qui: 8543, Mod: 6395, Ext: 6158 |
| pcl.feeling_irritable_or_having_angry_outbursts_prepan | 3474 | 0.91 | FALSE | 5 | A l: 11276, Not: 8725, Mod: 6873, Qui: 5780 |
| pcl.difficulty_concentrating_prepan | 3476 | 0.91 | FALSE | 5 | A l: 9936, Qui: 8012, Mod: 7228, Not: 5322 |
| phq.little_interest_or_pleasure_in_doing_things_prepan | 1080 | 0.97 | FALSE | 4 | Sev: 15490, Not: 8824, Mor: 7011, Nea: 6665 |
| phq.feeling_down_depressed_or_hopeless_prepan | 1087 | 0.97 | FALSE | 4 | Sev: 16150, Not: 7722, Mor: 7070, Nea: 7041 |
| phq.staying_asleep_sleeping_trouble_prepan | 1078 | 0.97 | FALSE | 4 | Nea: 12730, Sev: 11721, Mor: 7933, Not: 5608 |
| phq.feeling_tired_or_having_little_energy_prepan | 1075 | 0.97 | FALSE | 4 | Nea: 14943, Sev: 11348, Mor: 8803, Not: 2901 |
| phq.poor_appetite_or_overeating_prepan | 1086 | 0.97 | FALSE | 4 | Sev: 10657, Nea: 10183, Not: 8996, Mor: 8148 |
| phq.feeling_bad_failure_family_prepan | 1086 | 0.97 | FALSE | 4 | Sev: 12177, Nea: 9856, Not: 8599, Mor: 7352 |
| phq.trouble_concentrating_reading_newspaper_prepan | 1085 | 0.97 | FALSE | 4 | Sev: 12618, Not: 10261, Mor: 7711, Nea: 7395 |
| phq.moving_fidgety_noticed_opposite_prepan | 1097 | 0.97 | FALSE | 4 | Not: 22524, Sev: 8870, Mor: 3864, Nea: 2715 |
| phq.dead_hurting_thoughts_prepan | 1111 | 0.97 | FALSE | 4 | Not: 20962, Sev: 9620, Nea: 3763, Mor: 3614 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_prepan | 34880 | 0.11 | FALSE | 5 | Not: 2086, A l: 1066, Mod: 486, A l: 344 |
| ocir.arranged_things_change_upset_prepan | 34882 | 0.11 | FALSE | 5 | A l: 1565, Mod: 854, Not: 701, A l: 629 |
| ocir.repeat_feel_numbers_prepan | 34882 | 0.11 | FALSE | 5 | Not: 3205, A l: 446, Mod: 254, A l: 156 |
| ocir.clean_simply_wash_feel_prepan | 34882 | 0.11 | FALSE | 5 | Not: 2432, A l: 930, Mod: 448, A l: 215 |
| ocir.mind_upset_unpleasant_thoughts_prepan | 34883 | 0.11 | FALSE | 5 | A l: 1136, Mod: 951, A l: 785, Ext: 666 |
| ocir.afraid_avoid_throwing_things_prepan | 34883 | 0.11 | FALSE | 5 | A l: 1296, Not: 1225, Mod: 711, A l: 600 |
| ocir.light_switches_water_taps_prepan | 34883 | 0.11 | FALSE | 5 | Not: 2605, A l: 865, Mod: 324, A l: 225 |
| ocir.arranged_things_prepan | 34884 | 0.11 | FALSE | 5 | A l: 1555, Not: 1058, Mod: 762, A l: 497 |
| ocir.good_feel_bad_numbers_prepan | 34884 | 0.11 | FALSE | 5 | Not: 2593, A l: 729, Mod: 380, A l: 263 |
| ocir.hands_longer_wash_prepan | 34884 | 0.11 | FALSE | 5 | Not: 2908, A l: 625, Mod: 313, A l: 188 |
| ocir.saved_things_prepan | 34872 | 0.11 | FALSE | 5 | Not: 1591, A l: 1301, Mod: 665, A l: 453 |
| ocir.frequently_difficulty_rid_nasty_prepan | 34886 | 0.11 | FALSE | 5 | A l: 1281, Not: 841, Mod: 828, A l: 674 |
| ocir.i_check_things_more_often_than_necessary_prepan | 34871 | 0.11 | FALSE | 5 | A l: 1439, Not: 920, Mod: 850, A l: 728 |
| ocir.arranged_properly_objects_upset_prepan | 34878 | 0.11 | FALSE | 5 | A l: 1594, Not: 1007, Mod: 862, A l: 488 |
| ocir.feel_compelled_count_things_prepan | 34876 | 0.11 | FALSE | 5 | Not: 2348, A l: 852, Mod: 483, A l: 324 |
| ocir.strangers_touch_touched_difficult_prepan | 34876 | 0.11 | FALSE | 5 | Not: 2604, A l: 879, Mod: 361, A l: 204 |
| ocir.control_difficult_find_thoughts_prepan | 34880 | 0.11 | FALSE | 5 | A l: 1082, A l: 1016, Mod: 1009, Ext: 741 |
| ocir.i_collect_things_i_dont_need_prepan | 34881 | 0.11 | FALSE | 5 | Not: 1659, A l: 1303, Mod: 604, A l: 436 |
| gad.problems_made_difficult_care | 27162 | 0.30 | FALSE | 4 | Som: 6674, Not: 2604, Ver: 1756, Ext: 874 |
| gad.pandemic_felt_feelings | 26399 | 0.32 | FALSE | 5 | A l: 5337, No : 3602, Muc: 2479, A l: 855 |
| gad.feeling_nervous_anxious_or_on_edge_retro | 30006 | 0.23 | FALSE | 4 | Sev: 5060, Not: 1919, Mor: 1260, Nea: 825 |
| gad.control_worrying_stop_retro | 30009 | 0.23 | FALSE | 4 | Sev: 3988, Not: 3265, Mor: 1118, Nea: 690 |
| gad.worrying_too_much_about_different_things_retro | 30008 | 0.23 | FALSE | 4 | Sev: 4549, Not: 2439, Mor: 1301, Nea: 773 |
| gad.trouble_relaxing_retro | 30009 | 0.23 | FALSE | 4 | Sev: 3967, Not: 3173, Mor: 1137, Nea: 784 |
| gad.sit_restless_hard_retro | 30010 | 0.23 | FALSE | 4 | Not: 5851, Sev: 2258, Mor: 607, Nea: 344 |
| gad.becoming_easily_annoyed_or_irritable_retro | 30010 | 0.23 | FALSE | 4 | Sev: 4551, Not: 2665, Mor: 1225, Nea: 619 |
| gad.awful_feeling_afraid_happen_retro | 30009 | 0.23 | FALSE | 4 | Not: 4630, Sev: 2980, Mor: 890, Nea: 561 |
| gad.feeling_nervous_anxious_or_on_edge_base | 26396 | 0.32 | FALSE | 4 | Sev: 5233, Mor: 2718, Nea: 2489, Not: 2234 |
| gad.control_worrying_stop_base | 26401 | 0.32 | FALSE | 4 | Sev: 4374, Not: 4006, Mor: 2218, Nea: 2071 |
| gad.worrying_too_much_about_different_things_base | 26402 | 0.32 | FALSE | 4 | Sev: 4671, Not: 3268, Mor: 2382, Nea: 2347 |
| gad.trouble_relaxing_base | 26399 | 0.32 | FALSE | 4 | Sev: 4586, Not: 2943, Nea: 2623, Mor: 2519 |
| gad.sit_restless_hard_base | 26401 | 0.32 | FALSE | 4 | Not: 6808, Sev: 3492, Mor: 1362, Nea: 1007 |
| gad.becoming_easily_annoyed_or_irritable_base | 26400 | 0.32 | FALSE | 4 | Sev: 5007, Mor: 2672, Not: 2638, Nea: 2353 |
| gad.awful_feeling_afraid_happen_base | 26407 | 0.32 | FALSE | 4 | Not: 4813, Sev: 4046, Mor: 1914, Nea: 1890 |
| pcl.stressful_experience_repeated_images_base | 26434 | 0.32 | FALSE | 5 | A l: 3692, Not: 3685, Qui: 2232, Mod: 1910 |
| pcl.stressful_experience_upset_reminded_base | 26437 | 0.32 | FALSE | 5 | A l: 3810, Not: 3169, Qui: 2188, Mod: 2175 |
| pcl.stressful_situation_avoiding_activities_base | 26432 | 0.32 | FALSE | 5 | Not: 6093, A l: 2647, Mod: 1589, Qui: 1439 |
| pcl.cut_people_feeling_distant_base | 26425 | 0.32 | FALSE | 5 | Qui: 2995, A l: 2904, Ext: 2674, Mod: 2119 |
| pcl.feeling_irritable_or_having_angry_outbursts_base | 26429 | 0.32 | FALSE | 5 | A l: 4055, Not: 3020, Mod: 2364, Qui: 2123 |
| pcl.difficulty_concentrating_base | 26422 | 0.32 | FALSE | 5 | A l: 3478, Qui: 2784, Mod: 2441, Not: 2112 |
| pcl.stressful_experience_repeated_images_retro | 30133 | 0.23 | FALSE | 2 | No: 7155, Yes: 1782 |
| pcl.stressful_experience_upset_reminded_retro | 29595 | 0.24 | FALSE | 2 | No: 7192, Yes: 2283 |
| pcl.stressful_situation_avoiding_activities_retro | 32487 | 0.17 | FALSE | 2 | No: 4847, Yes: 1736 |
| pcl.cut_people_feeling_distant_retro | 28385 | 0.27 | FALSE | 2 | Yes: 7804, No: 2881 |
| pcl.feeling_irritable_or_having_angry_outbursts_retro | 29430 | 0.25 | FALSE | 2 | Yes: 5127, No: 4513 |
| pcl.difficulty_concentrating_retro | 28548 | 0.27 | FALSE | 2 | No: 5448, Yes: 5074 |
| phq.problems_made_difficult_care | 26746 | 0.32 | FALSE | 4 | Som: 6731, Not: 2727, Ver: 1904, Ext: 962 |
| phq.pandemic_felt_feelings | 26429 | 0.32 | FALSE | 5 | A l: 5660, No : 3219, Muc: 2287, A l: 1036 |
| phq.little_interest_or_pleasure_in_doing_things_retro | 29657 | 0.24 | FALSE | 4 | Sev: 4476, Not: 3047, Mor: 1219, Nea: 671 |
| phq.feeling_down_depressed_or_hopeless_retro | 29655 | 0.24 | FALSE | 4 | Sev: 4903, Not: 2434, Mor: 1333, Nea: 745 |
| phq.staying_asleep_sleeping_trouble_retro | 29654 | 0.24 | FALSE | 4 | Sev: 3798, Not: 2727, Mor: 1577, Nea: 1314 |
| phq.feeling_tired_or_having_little_energy_retro | 29653 | 0.24 | FALSE | 4 | Sev: 4372, Mor: 1811, Not: 1741, Nea: 1493 |
| phq.poor_appetite_or_overeating_retro | 29654 | 0.24 | FALSE | 4 | Not: 3928, Sev: 3199, Mor: 1333, Nea: 956 |
| phq.feeling_bad_failure_family_retro | 29655 | 0.24 | FALSE | 4 | Not: 3670, Sev: 3584, Mor: 1306, Nea: 855 |
| phq.trouble_concentrating_reading_newspaper_retro | 29655 | 0.24 | FALSE | 4 | Not: 4016, Sev: 3570, Mor: 1132, Nea: 697 |
| phq.moving_fidgety_noticed_opposite_retro | 29659 | 0.24 | FALSE | 4 | Not: 7140, Sev: 1640, Mor: 417, Nea: 214 |
| phq.dead_hurting_thoughts_retro | 29656 | 0.24 | FALSE | 4 | Not: 6285, Sev: 2182, Mor: 561, Nea: 386 |
| phq.little_interest_or_pleasure_in_doing_things_base | 26396 | 0.32 | FALSE | 4 | Sev: 5431, Not: 2961, Mor: 2166, Nea: 2116 |
| phq.feeling_down_depressed_or_hopeless_base | 26405 | 0.32 | FALSE | 4 | Sev: 5851, Not: 2739, Mor: 2171, Nea: 1904 |
| phq.staying_asleep_sleeping_trouble_base | 26396 | 0.32 | FALSE | 4 | Nea: 4089, Sev: 3888, Mor: 2663, Not: 2034 |
| phq.feeling_tired_or_having_little_energy_base | 26397 | 0.32 | FALSE | 4 | Sev: 4448, Nea: 3994, Mor: 2870, Not: 1361 |
| phq.poor_appetite_or_overeating_base | 26397 | 0.32 | FALSE | 4 | Sev: 3615, Not: 3474, Nea: 3001, Mor: 2583 |
| phq.feeling_bad_failure_family_base | 26400 | 0.32 | FALSE | 4 | Not: 4410, Sev: 4026, Nea: 2212, Mor: 2022 |
| phq.trouble_concentrating_reading_newspaper_base | 26398 | 0.32 | FALSE | 4 | Sev: 4543, Not: 3561, Mor: 2416, Nea: 2152 |
| phq.moving_fidgety_noticed_opposite_base | 26403 | 0.32 | FALSE | 4 | Not: 8809, Sev: 2449, Mor: 867, Nea: 542 |
| phq.dead_hurting_thoughts_base | 26409 | 0.32 | FALSE | 4 | Not: 8311, Sev: 2730, Mor: 832, Nea: 788 |
| ocir.felt_pandemic_feelings | 35457 | 0.09 | FALSE | 5 | No : 1634, A l: 1531, Muc: 360, A l: 71 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_retro | 35457 | 0.09 | FALSE | 5 | Not: 2055, A l: 815, Mod: 319, A l: 239 |
| ocir.arranged_things_change_upset_retro | 35458 | 0.09 | FALSE | 5 | A l: 1061, Not: 951, Mod: 639, A l: 556 |
| ocir.repeat_feel_numbers_retro | 35458 | 0.09 | FALSE | 5 | Not: 2880, A l: 380, Mod: 159, A l: 112 |
| ocir.clean_simply_wash_feel_retro | 35457 | 0.09 | FALSE | 5 | Not: 1841, A l: 960, Mod: 416, A l: 237 |
| ocir.mind_upset_unpleasant_thoughts_retro | 35458 | 0.09 | FALSE | 5 | A l: 1021, Mod: 796, Not: 660, A l: 657 |
| ocir.afraid_avoid_throwing_things_retro | 35457 | 0.09 | FALSE | 5 | Not: 1309, A l: 1034, Mod: 538, A l: 434 |
| ocir.light_switches_water_taps_retro | 35457 | 0.09 | FALSE | 5 | Not: 2448, A l: 660, Mod: 233, A l: 156 |
| ocir.arranged_things_retro | 35457 | 0.09 | FALSE | 5 | Not: 1238, A l: 1112, Mod: 593, A l: 373 |
| ocir.good_feel_bad_numbers_retro | 35458 | 0.09 | FALSE | 5 | Not: 2351, A l: 554, Mod: 287, A l: 222 |
| ocir.hands_longer_wash_retro | 35457 | 0.09 | FALSE | 5 | Not: 2288, A l: 647, Mod: 296, A l: 210 |
| ocir.saved_things_retro | 35463 | 0.09 | FALSE | 5 | Not: 1524, A l: 855, Mod: 578, A l: 437 |
| ocir.frequently_difficulty_rid_nasty_retro | 35458 | 0.09 | FALSE | 5 | A l: 1082, Not: 864, Mod: 663, A l: 547 |
| ocir.i_check_things_more_often_than_necessary_retro | 35457 | 0.09 | FALSE | 5 | Not: 1161, A l: 1072, Mod: 673, A l: 495 |
| ocir.arranged_properly_objects_upset_retro | 35456 | 0.09 | FALSE | 5 | Not: 1148, A l: 1101, Mod: 647, A l: 479 |
| ocir.feel_compelled_count_things_retro | 35457 | 0.09 | FALSE | 5 | Not: 2110, A l: 704, Mod: 333, A l: 268 |
| ocir.strangers_touch_touched_difficult_retro | 35456 | 0.09 | FALSE | 5 | Not: 1628, A l: 875, Mod: 438, A l: 384 |
| ocir.control_difficult_find_thoughts_retro | 35457 | 0.09 | FALSE | 5 | A l: 919, Mod: 865, A l: 801, Ext: 606 |
| ocir.i_collect_things_i_dont_need_retro | 35457 | 0.09 | FALSE | 5 | Not: 1547, A l: 912, Mod: 539, A l: 382 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_base | 37095 | 0.05 | FALSE | 5 | Not: 1193, A l: 441, Mod: 158, A l: 111 |
| ocir.arranged_things_change_upset_base | 37095 | 0.05 | FALSE | 5 | A l: 699, Not: 621, Mod: 307, A l: 189 |
| ocir.repeat_feel_numbers_base | 37096 | 0.05 | FALSE | 5 | Not: 1615, A l: 193, Mod: 84, A l: 53 |
| ocir.clean_simply_wash_feel_base | 37094 | 0.05 | FALSE | 5 | Not: 1199, A l: 500, Mod: 160, A l: 74 |
| ocir.mind_upset_unpleasant_thoughts_base | 37094 | 0.05 | FALSE | 5 | A l: 750, Mod: 393, Not: 383, A l: 280 |
| ocir.afraid_avoid_throwing_things_base | 37095 | 0.05 | FALSE | 5 | Not: 784, A l: 628, Mod: 258, A l: 204 |
| ocir.light_switches_water_taps_base | 37095 | 0.05 | FALSE | 5 | Not: 1337, A l: 378, Mod: 127, A l: 81 |
| ocir.arranged_things_base | 37094 | 0.05 | FALSE | 5 | Not: 699, A l: 666, Mod: 310, A l: 183 |
| ocir.good_feel_bad_numbers_base | 37094 | 0.05 | FALSE | 5 | Not: 1348, A l: 338, Mod: 129, A l: 81 |
| ocir.hands_longer_wash_base | 37095 | 0.05 | FALSE | 5 | Not: 1342, A l: 327, Mod: 174, A l: 83 |
| ocir.saved_things_base | 37098 | 0.05 | FALSE | 5 | Not: 961, A l: 523, Mod: 251, A l: 146 |
| ocir.frequently_difficulty_rid_nasty_base | 37096 | 0.05 | FALSE | 5 | A l: 681, Not: 514, Mod: 361, A l: 253 |
| ocir.i_check_things_more_often_than_necessary_base | 37095 | 0.05 | FALSE | 5 | Not: 911, A l: 656, Mod: 229, A l: 130 |
| ocir.arranged_properly_objects_upset_base | 37097 | 0.05 | FALSE | 5 | A l: 701, Not: 691, Mod: 309, A l: 169 |
| ocir.feel_compelled_count_things_base | 37096 | 0.05 | FALSE | 5 | Not: 1333, A l: 361, Mod: 127, A l: 88 |
| ocir.strangers_touch_touched_difficult_base | 37095 | 0.05 | FALSE | 5 | Not: 1172, A l: 422, Mod: 165, A l: 133 |
| ocir.control_difficult_find_thoughts_base | 37095 | 0.05 | FALSE | 5 | A l: 696, Mod: 436, Not: 360, A l: 305 |
| ocir.i_collect_things_i_dont_need_base | 37096 | 0.05 | FALSE | 5 | Not: 895, A l: 531, Mod: 272, A l: 178 |
| alsfrs.limb_weakness_noticed_past | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| alsfrs.normal | 39070 | 0.00 | FALSE | 0 | Not: 0, Nor: 0 |
| alsfrs.slow_or_sloppy_all_words_are_legible | 39070 | 0.00 | FALSE | 0 | Not: 0, Slo: 0 |
| alsfrs.not_all_words_are_legible | 39070 | 0.00 | FALSE | 0 | Not: 0, Not: 0 |
| alsfrs.able_to_grip_pen | 39070 | 0.00 | FALSE | 0 | Not: 0, Abl: 0 |
| alsfrs.unable_to_grip_pen | 39070 | 0.00 | FALSE | 0 | Not: 0, Una: 0 |
| alsfrs.have_you_noticed_any_difficulty_walking | 39070 | 0.00 | FALSE | 0 | Nor: 0, Ear: 0, Nee: 0, Abl: 0 |
| alsfrs.do_you_have_any_difficulty_climbing_stairs | 39070 | 0.00 | FALSE | 0 | Nor: 0, Slo: 0, Mil: 0, Nee: 0 |
| ess.felt_excessively_sleepy_past | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| ess.sitting_and_reading | 39070 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.watching_tv | 39070 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.sitting_inactive_in_a_public_place | 39070 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.break_passenger_car_hour | 39070 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.afternoon_rest_circumstances_lying | 39070 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.sitting_and_talking_to_someone | 39070 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.sitting_quietly_after_a_lunch_without_alcohol | 39070 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.car_minutes_stopped_traffic | 39070 | 0.00 | FALSE | 0 | Wou: 0, Sli: 0, Mod: 0, Hig: 0 |
| ess.insomnia | 39070 | 0.00 | FALSE | 0 | Not: 0, Ins: 0 |
| ess.narcolepsy | 39070 | 0.00 | FALSE | 0 | Not: 0, Nar: 0 |
| ess.rem_sleep_behaviour_disorder | 39070 | 0.00 | FALSE | 0 | Not: 0, REM: 0 |
| ess.restless_legs_syndrome | 39070 | 0.00 | FALSE | 0 | Not: 0, Res: 0 |
| ess.sleep_apnea | 39070 | 0.00 | FALSE | 0 | Not: 0, Sle: 0 |
| ess.sleep_terrors | 39070 | 0.00 | FALSE | 0 | Not: 0, Sle: 0 |
| ess.sleepwalking | 39070 | 0.00 | FALSE | 0 | Not: 0, Sle: 0 |
| ess.other | 39070 | 0.00 | FALSE | 0 | Not: 0, Oth: 0 |
| ess.none | 39070 | 0.00 | FALSE | 0 | Not: 0, Non: 0 |
| midas.headaches_suffered_past_month | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| midas.days_past_month_miss_work_school | 39070 | 0.00 | FALSE | 0 | Did: 0 |
| midas.days_past_month_work_school_half_productivity | 39070 | 0.00 | FALSE | 0 | Was: 0 |
| midas.days_past_month_miss_housework | 39070 | 0.00 | FALSE | 0 | Did: 0 |
| midas.days_past_month_housework_half_productivity | 39070 | 0.00 | FALSE | 0 | Was: 0 |
| midas.days_past_month_miss_social_activities | 39070 | 0.00 | FALSE | 0 | Did: 0 |
| nmss.ability_taste_food_smell | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmss.severe_taste_smell_loss | 39070 | 0.00 | FALSE | 0 | No : 0, Min: 0, Mil: 0, Mod: 0 |
| nmsw.drink_problems_choking_difficulty | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmsw.regularly_night_pass_urine | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmsw.sex_difficult_finding | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmsw.weak_standing_feeling_light | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmsw.acting_moving_sleep_talking | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| nmsw.double_vision | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| tinnitus.ears_noises_minutes_head | 39070 | 0.00 | FALSE | 0 | No: 0, Yes: 0 |
| tinnitus.ears_noises_minutes_head_frequency | 39070 | 0.00 | FALSE | 0 | Nev: 0, Not: 0, Som: 0, Now: 0 |
| tinnitus.noises_worry_worst_upset | 39070 | 0.00 | FALSE | 0 | Not: 0, Sli: 0, Mod: 0, Sev: 0 |
Variable type: logical
| skim_variable | n_missing | complete_rate | mean | count |
|---|---|---|---|---|
| ID.dup | 0 | 1 | 0 | FAL: 39070 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| ID | 0 | 1.00 | 42895.67 | 27165.48 | 2 | 17886.5 | 40847 | 67491.5 | 91354 | ▇▆▅▆▆ |
| Age_uncleaned | 0 | 1.00 | 38.18 | 14.42 | 16 | 26.0 | 36 | 49.0 | 93 | ▇▆▅▁▁ |
| EduYrs | 1327 | 0.97 | 16.27 | 3.80 | 0 | 14.0 | 16 | 19.0 | 96 | ▇▂▁▁▁ |
| Gender_numeric | 0 | 1.00 | 0.82 | 0.46 | 0 | 1.0 | 1 | 1.0 | 3 | ▂▇▁▁▁ |
| Sex_numeric | 0 | 1.00 | 0.80 | 0.40 | 0 | 1.0 | 1 | 1.0 | 1 | ▂▁▁▁▇ |
| demographics.college_or_university_degree_numeric | 302 | 0.99 | 0.53 | 0.50 | 0 | 0.0 | 1 | 1.0 | 1 | ▇▁▁▁▇ |
| demographics.a_levelsas_levels_or_equivalent_numeric | 302 | 0.99 | 0.60 | 0.49 | 0 | 0.0 | 1 | 1.0 | 1 | ▅▁▁▁▇ |
| demographics.o_levelsgcses_or_equivalent_numeric | 302 | 0.99 | 0.73 | 0.45 | 0 | 0.0 | 1 | 1.0 | 1 | ▃▁▁▁▇ |
| demographics.cses_or_equivalent_numeric | 302 | 0.99 | 0.10 | 0.30 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| demographics.nvq_or_hnd_or_hnc_or_equivalent_numeric | 302 | 0.99 | 0.24 | 0.43 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▂ |
| Ethnicity_numeric | 411 | 0.99 | 1.12 | 0.61 | 1 | 1.0 | 1 | 1.0 | 6 | ▇▁▁▁▁ |
| Age | 0 | 1.00 | 38.18 | 14.42 | 16 | 26.0 | 36 | 49.0 | 93 | ▇▆▅▁▁ |
| age_category_numeric | 0 | 1.00 | 3.75 | 1.57 | 1 | 3.0 | 4 | 5.0 | 12 | ▇▆▂▁▁ |
| highest_education_prepan_numeric | 1847 | 0.95 | 3.21 | 1.05 | 1 | 3.0 | 4 | 4.0 | 4 | ▂▁▁▃▇ |
| employment.phd_numeric | 26394 | 0.32 | 0.04 | 0.19 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.masters_degree_or_equivalent_numeric | 26394 | 0.32 | 0.18 | 0.38 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▂ |
| employment.postgraduate_degree_or_equivalent_numeric | 26394 | 0.32 | 0.14 | 0.35 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.bachelors_degree_or_equivalent_numeric | 26394 | 0.32 | 0.49 | 0.50 | 0 | 0.0 | 0 | 1.0 | 1 | ▇▁▁▁▇ |
| employment.a_levelsas_levels_or_equivalent_numeric | 26394 | 0.32 | 0.59 | 0.49 | 0 | 0.0 | 1 | 1.0 | 1 | ▆▁▁▁▇ |
| employment.o_levelsgcses_or_equivalent_numeric | 26394 | 0.32 | 0.66 | 0.47 | 0 | 0.0 | 1 | 1.0 | 1 | ▅▁▁▁▇ |
| employment.cses_or_equivalent_numeric | 26394 | 0.32 | 0.12 | 0.32 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.nvq_or_hnd_or_hnc_or_equivalent_numeric | 26394 | 0.32 | 0.25 | 0.43 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▂ |
| employment.government_work_key_workers_numeric | 30562 | 0.22 | 2.22 | 3.26 | 0 | 0.0 | 1 | 2.0 | 11 | ▇▁▁▁▁ |
| employment.unemployed_numeric | 26406 | 0.32 | 0.09 | 0.28 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.zerohours_contract_numeric | 26406 | 0.32 | 0.03 | 0.17 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.stayathome_parent_or_carer_numeric | 26406 | 0.32 | 0.04 | 0.20 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.retired_numeric | 26406 | 0.32 | 0.12 | 0.33 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.student_gcse_or_a_level_numeric | 26406 | 0.32 | 0.02 | 0.14 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.student_university_numeric | 26406 | 0.32 | 0.08 | 0.28 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.became_unemployed_numeric | 28472 | 0.27 | 0.04 | 0.21 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.furloughed_or_paid_leave_government_funded_numeric | 28472 | 0.27 | 0.09 | 0.28 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.furloughed_or_paid_leave_company_funded_numeric | 28472 | 0.27 | 0.02 | 0.12 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| employment.paid_leave_furloughed_numeric | 28472 | 0.27 | 0.04 | 0.19 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| highest_education_numeric | 26827 | 0.31 | 3.36 | 0.95 | 1 | 3.0 | 4 | 4.0 | 4 | ▁▁▁▃▇ |
| key_worker_numeric | 26429 | 0.32 | 0.42 | 0.49 | 0 | 0.0 | 0 | 1.0 | 1 | ▇▁▁▁▆ |
| anxiety_disorders_numeric | 3233 | 0.92 | 0.87 | 0.34 | 0 | 1.0 | 1 | 1.0 | 1 | ▁▁▁▁▇ |
| mhd.specific_phobia_e.g._phobia_of_flying_numeric | 873 | 0.98 | 0.05 | 0.22 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| mhd.social_anxiety_or_social_phobia_numeric | 873 | 0.98 | 0.25 | 0.43 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▂ |
| agoraphobia_panic_disorder_numeric | 9144 | 0.77 | 0.51 | 0.50 | 0 | 0.0 | 1 | 1.0 | 1 | ▇▁▁▁▇ |
| depressive_disorders_numeric | 873 | 0.98 | 0.89 | 0.31 | 0 | 1.0 | 1 | 1.0 | 1 | ▁▁▁▁▇ |
| eating_disorders_numeric | 984 | 0.97 | 0.11 | 0.32 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| obsessive_compulsive_disorders_numeric | 873 | 0.98 | 0.15 | 0.35 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▂ |
| psychotic_disorders_numeric | 984 | 0.97 | 0.04 | 0.19 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| mhd.mania_hypomania_bipolar_or_manicdepression_numeric | 873 | 0.98 | 0.07 | 0.26 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| mhd.posttraumatic_stress_disorder_ptsd_numeric | 873 | 0.98 | 0.15 | 0.35 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▂ |
| autism_spectrum_disorder_numeric | 984 | 0.97 | 0.03 | 0.18 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| mhd.attention_deficit_hyperactivity_disorder_numeric | 984 | 0.97 | 0.02 | 0.15 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| mhd.personality_disorder_numeric | 984 | 0.97 | 0.08 | 0.27 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| personality_cluster_a_numeric | 1238 | 0.97 | 0.00 | 0.04 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| personality_cluster_b_numeric | 1238 | 0.97 | 0.07 | 0.25 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| personality_cluster_c_numeric | 1238 | 0.97 | 0.01 | 0.07 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| depression_and_anxiety_numeric | 3233 | 0.92 | 1.23 | 0.63 | 0 | 1.0 | 1 | 1.0 | 3 | ▁▇▁▁▁ |
| restricting_vs_binge_eating_eating_disorders_numeric | 984 | 0.97 | 0.18 | 0.52 | 0 | 0.0 | 0 | 0.0 | 2 | ▇▁▁▁▁ |
| bipolar_and_schizophrenia_numeric | 986 | 0.97 | 0.23 | 0.76 | 0 | 0.0 | 0 | 0.0 | 3 | ▇▁▁▁▁ |
| control_numeric | 990 | 0.97 | 0.01 | 0.12 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| disorders_total_count | 3344 | 0.91 | 2.44 | 1.20 | 0 | 2.0 | 2 | 3.0 | 9 | ▂▇▂▁▁ |
| comorbidity_total_count_numeric | 4186 | 0.89 | 1.50 | 1.15 | 0 | 1.0 | 1 | 2.0 | 8 | ▇▅▁▁▁ |
| comorbidity_total_count_factor_numeric | 4186 | 0.89 | 1.40 | 0.91 | 0 | 1.0 | 1 | 2.0 | 3 | ▂▇▁▃▂ |
| gad.feeling_nervous_anxious_or_on_edge_prepan_numeric | 2377 | 0.94 | 1.57 | 1.03 | 0 | 1.0 | 1 | 3.0 | 3 | ▃▇▁▃▅ |
| gad.control_worrying_stop_prepan_numeric | 2386 | 0.94 | 1.45 | 1.10 | 0 | 1.0 | 1 | 3.0 | 3 | ▆▇▁▅▆ |
| gad.worrying_too_much_about_different_things_prepan_numeric | 2382 | 0.94 | 1.56 | 1.07 | 0 | 1.0 | 1 | 3.0 | 3 | ▃▇▁▅▆ |
| gad.trouble_relaxing_prepan_numeric | 2386 | 0.94 | 1.57 | 1.07 | 0 | 1.0 | 1 | 3.0 | 3 | ▅▇▁▅▆ |
| gad.sit_restless_hard_prepan_numeric | 2392 | 0.94 | 0.88 | 1.03 | 0 | 0.0 | 1 | 1.0 | 3 | ▇▅▁▂▂ |
| gad.becoming_easily_annoyed_or_irritable_prepan_numeric | 2384 | 0.94 | 1.34 | 1.03 | 0 | 1.0 | 1 | 2.0 | 3 | ▅▇▁▃▃ |
| gad.awful_feeling_afraid_happen_prepan_numeric | 2385 | 0.94 | 1.22 | 1.12 | 0 | 0.0 | 1 | 2.0 | 3 | ▇▇▁▃▅ |
| gad.sum_score_prepan_raw | 0 | 1.00 | 9.00 | 6.31 | 0 | 4.0 | 8 | 14.0 | 21 | ▇▇▅▅▅ |
| na_per_person_gad_prepan | 0 | 1.00 | 0.43 | 1.67 | 0 | 0.0 | 0 | 0.0 | 7 | ▇▁▁▁▁ |
| gad.sum_score_prepan | 2443 | 0.94 | 9.59 | 6.07 | 0 | 5.0 | 9 | 14.0 | 21 | ▇▇▆▅▆ |
| pcl.stressful_experience_repeated_images_prepan_numeric | 3478 | 0.91 | 2.44 | 1.30 | 1 | 1.0 | 2 | 4.0 | 5 | ▇▇▅▅▂ |
| pcl.stressful_experience_upset_reminded_prepan_numeric | 3478 | 0.91 | 2.71 | 1.29 | 1 | 2.0 | 3 | 4.0 | 5 | ▆▇▅▅▃ |
| pcl.stressful_situation_avoiding_activities_prepan_numeric | 3484 | 0.91 | 2.45 | 1.37 | 1 | 1.0 | 2 | 4.0 | 5 | ▇▆▃▃▂ |
| pcl.cut_people_feeling_distant_prepan_numeric | 3479 | 0.91 | 3.01 | 1.36 | 1 | 2.0 | 3 | 4.0 | 5 | ▆▇▆▇▆ |
| pcl.feeling_irritable_or_having_angry_outbursts_prepan_numeric | 3474 | 0.91 | 2.52 | 1.25 | 1 | 2.0 | 2 | 3.0 | 5 | ▆▇▅▅▂ |
| pcl.difficulty_concentrating_prepan_numeric | 3476 | 0.91 | 2.93 | 1.29 | 1 | 2.0 | 3 | 4.0 | 5 | ▅▇▆▆▅ |
| pcl.sum_score_prepan_raw | 0 | 1.00 | 14.64 | 7.48 | 0 | 10.0 | 15 | 20.0 | 30 | ▃▇▇▆▃ |
| na_per_person_pcl_prepan | 0 | 1.00 | 0.53 | 1.71 | 0 | 0.0 | 0 | 0.0 | 6 | ▇▁▁▁▁ |
| pcl.sum_score_prepan | 3500 | 0.91 | 16.07 | 6.21 | 6 | 11.0 | 15 | 21.0 | 30 | ▆▇▇▅▂ |
| phq.little_interest_or_pleasure_in_doing_things_prepan_numeric | 1080 | 0.97 | 1.30 | 1.01 | 0 | 1.0 | 1 | 2.0 | 3 | ▅▇▁▃▃ |
| phq.feeling_down_depressed_or_hopeless_prepan_numeric | 1087 | 0.97 | 1.35 | 1.00 | 0 | 1.0 | 1 | 2.0 | 3 | ▃▇▁▃▃ |
| phq.staying_asleep_sleeping_trouble_prepan_numeric | 1078 | 0.97 | 1.73 | 1.08 | 0 | 1.0 | 2 | 3.0 | 3 | ▃▇▁▅▇ |
| phq.feeling_tired_or_having_little_energy_prepan_numeric | 1075 | 0.97 | 1.94 | 1.00 | 0 | 1.0 | 2 | 3.0 | 3 | ▂▆▁▅▇ |
| phq.poor_appetite_or_overeating_prepan_numeric | 1086 | 0.97 | 1.51 | 1.12 | 0 | 1.0 | 1 | 3.0 | 3 | ▇▇▁▆▇ |
| phq.feeling_bad_failure_family_prepan_numeric | 1086 | 0.97 | 1.49 | 1.11 | 0 | 1.0 | 1 | 3.0 | 3 | ▆▇▁▅▆ |
| phq.trouble_concentrating_reading_newspaper_prepan_numeric | 1085 | 0.97 | 1.32 | 1.07 | 0 | 0.0 | 1 | 2.0 | 3 | ▆▇▁▅▅ |
| phq.moving_fidgety_noticed_opposite_prepan_numeric | 1097 | 0.97 | 0.65 | 0.93 | 0 | 0.0 | 0 | 1.0 | 3 | ▇▃▁▂▁ |
| phq.dead_hurting_thoughts_prepan_numeric | 1111 | 0.97 | 0.74 | 0.99 | 0 | 0.0 | 0 | 1.0 | 3 | ▇▃▁▂▂ |
| phq.sum_score_prepan_raw | 0 | 1.00 | 11.71 | 7.15 | 0 | 6.0 | 11 | 17.0 | 27 | ▇▇▇▅▃ |
| na_per_person_phq_prepan | 0 | 1.00 | 0.25 | 1.47 | 0 | 0.0 | 0 | 0.0 | 9 | ▇▁▁▁▁ |
| phq.missing_only_suicide_item_prepan | 0 | 1.00 | 0.00 | 0.03 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| phq.sum_score_prepan | 1182 | 0.97 | 12.04 | 6.98 | 0 | 6.0 | 11 | 17.0 | 27 | ▆▇▇▅▃ |
| phq.sum_score_8items_prepan | 0 | 1.00 | 11.71 | 7.15 | 0 | 6.0 | 11 | 17.0 | 27 | ▇▇▇▅▃ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_prepan_numeric | 34880 | 0.11 | 0.93 | 1.18 | 0 | 0.0 | 1 | 1.0 | 4 | ▇▅▂▁▁ |
| ocir.arranged_things_change_upset_prepan_numeric | 34882 | 0.11 | 1.65 | 1.22 | 0 | 1.0 | 1 | 3.0 | 4 | ▃▇▅▃▂ |
| ocir.repeat_feel_numbers_prepan_numeric | 34882 | 0.11 | 0.46 | 0.98 | 0 | 0.0 | 0 | 0.0 | 4 | ▇▁▁▁▁ |
| ocir.clean_simply_wash_feel_prepan_numeric | 34882 | 0.11 | 0.75 | 1.09 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▃▂▁▁ |
| ocir.mind_upset_unpleasant_thoughts_prepan_numeric | 34883 | 0.11 | 1.92 | 1.31 | 0 | 1.0 | 2 | 3.0 | 4 | ▅▇▇▆▅ |
| ocir.afraid_avoid_throwing_things_prepan_numeric | 34883 | 0.11 | 1.42 | 1.27 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▇▅▃▂ |
| ocir.light_switches_water_taps_prepan_numeric | 34883 | 0.11 | 0.68 | 1.08 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_prepan_numeric | 34884 | 0.11 | 1.39 | 1.20 | 0 | 0.0 | 1 | 2.0 | 4 | ▆▇▃▂▂ |
| ocir.good_feel_bad_numbers_prepan_numeric | 34884 | 0.11 | 0.76 | 1.17 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▂▁▁▁ |
| ocir.hands_longer_wash_prepan_numeric | 34884 | 0.11 | 0.58 | 1.05 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▂▁▁▁ |
| ocir.saved_things_prepan_numeric | 34872 | 0.11 | 1.13 | 1.16 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▆▃▂▁ |
| ocir.frequently_difficulty_rid_nasty_prepan_numeric | 34886 | 0.11 | 1.72 | 1.31 | 0 | 1.0 | 1 | 3.0 | 4 | ▅▇▅▅▃ |
| ocir.i_check_things_more_often_than_necessary_prepan_numeric | 34871 | 0.11 | 1.52 | 1.19 | 0 | 1.0 | 1 | 2.0 | 4 | ▅▇▅▅▂ |
| ocir.arranged_properly_objects_upset_prepan_numeric | 34878 | 0.11 | 1.37 | 1.14 | 0 | 1.0 | 1 | 2.0 | 4 | ▅▇▅▂▁ |
| ocir.feel_compelled_count_things_prepan_numeric | 34876 | 0.11 | 0.84 | 1.17 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▃▂▁▁ |
| ocir.strangers_touch_touched_difficult_prepan_numeric | 34876 | 0.11 | 0.67 | 1.05 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▃▁▁▁ |
| ocir.control_difficult_find_thoughts_prepan_numeric | 34880 | 0.11 | 2.17 | 1.23 | 0 | 1.0 | 2 | 3.0 | 4 | ▂▇▇▇▆ |
| ocir.i_collect_things_i_dont_need_prepan_numeric | 34881 | 0.11 | 1.09 | 1.16 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▆▃▂▁ |
| ocir.sum_score_prepan_raw | 34854 | 0.11 | 20.92 | 13.37 | 0 | 11.0 | 18 | 29.0 | 72 | ▇▇▃▁▁ |
| na_per_person_ocir_prepan | 34854 | 0.11 | 0.11 | 1.35 | 0 | 0.0 | 0 | 0.0 | 18 | ▇▁▁▁▁ |
| ocir.sum_score_prepan | 34890 | 0.11 | 21.06 | 13.32 | 0 | 11.0 | 18 | 29.0 | 72 | ▇▇▅▁▁ |
| gad.problems_made_difficult_care_numeric | 27162 | 0.30 | 2.08 | 0.81 | 1 | 2.0 | 2 | 2.0 | 4 | ▃▇▁▂▁ |
| gad.pandemic_felt_feelings_numeric | 26399 | 0.32 | 2.32 | 0.97 | 1 | 2.0 | 2 | 3.0 | 5 | ▃▇▆▁▁ |
| gad.feeling_nervous_anxious_or_on_edge_retro_numeric | 30006 | 0.23 | 1.11 | 0.84 | 0 | 1.0 | 1 | 1.0 | 3 | ▃▇▁▂▁ |
| gad.control_worrying_stop_retro_numeric | 30009 | 0.23 | 0.92 | 0.88 | 0 | 0.0 | 1 | 1.0 | 3 | ▆▇▁▂▂ |
| gad.worrying_too_much_about_different_things_retro_numeric | 30008 | 0.23 | 1.05 | 0.87 | 0 | 0.0 | 1 | 1.0 | 3 | ▅▇▁▂▂ |
| gad.trouble_relaxing_retro_numeric | 30009 | 0.23 | 0.95 | 0.91 | 0 | 0.0 | 1 | 1.0 | 3 | ▆▇▁▂▂ |
| gad.sit_restless_hard_retro_numeric | 30010 | 0.23 | 0.50 | 0.78 | 0 | 0.0 | 0 | 1.0 | 3 | ▇▃▁▁▁ |
| gad.becoming_easily_annoyed_or_irritable_retro_numeric | 30010 | 0.23 | 0.98 | 0.84 | 0 | 0.0 | 1 | 1.0 | 3 | ▅▇▁▂▁ |
| gad.awful_feeling_afraid_happen_retro_numeric | 30009 | 0.23 | 0.71 | 0.88 | 0 | 0.0 | 0 | 1.0 | 3 | ▇▅▁▂▁ |
| gad.feeling_nervous_anxious_or_on_edge_base_numeric | 26396 | 0.32 | 1.43 | 1.00 | 0 | 1.0 | 1 | 2.0 | 3 | ▃▇▁▅▃ |
| gad.control_worrying_stop_base_numeric | 26401 | 0.32 | 1.19 | 1.05 | 0 | 0.0 | 1 | 2.0 | 3 | ▇▇▁▅▃ |
| gad.worrying_too_much_about_different_things_base_numeric | 26402 | 0.32 | 1.30 | 1.05 | 0 | 0.0 | 1 | 2.0 | 3 | ▆▇▁▅▅ |
| gad.trouble_relaxing_base_numeric | 26399 | 0.32 | 1.38 | 1.06 | 0 | 1.0 | 1 | 2.0 | 3 | ▅▇▁▅▅ |
| gad.sit_restless_hard_base_numeric | 26401 | 0.32 | 0.73 | 0.94 | 0 | 0.0 | 0 | 1.0 | 3 | ▇▅▁▂▁ |
| gad.becoming_easily_annoyed_or_irritable_base_numeric | 26400 | 0.32 | 1.37 | 1.01 | 0 | 1.0 | 1 | 2.0 | 3 | ▅▇▁▅▃ |
| gad.awful_feeling_afraid_happen_base_numeric | 26407 | 0.32 | 1.07 | 1.06 | 0 | 0.0 | 1 | 2.0 | 3 | ▇▇▁▃▃ |
| gad.sum_score_retro_raw | 26391 | 0.32 | 4.43 | 4.92 | 0 | 0.0 | 3 | 7.0 | 21 | ▇▃▁▁▁ |
| gad.sum_score_base_raw | 26391 | 0.32 | 8.46 | 5.83 | 0 | 4.0 | 7 | 13.0 | 21 | ▇▇▅▃▃ |
| na_per_person_gad_base | 26391 | 0.32 | 0.01 | 0.15 | 0 | 0.0 | 0 | 0.0 | 7 | ▇▁▁▁▁ |
| na_per_person_gad_retro | 26391 | 0.32 | 2.00 | 3.16 | 0 | 0.0 | 0 | 7.0 | 7 | ▇▁▁▁▃ |
| gad.sum_score_base | 26418 | 0.32 | 8.47 | 5.83 | 0 | 4.0 | 7 | 13.0 | 21 | ▇▇▅▃▃ |
| gad.sum_score_retro | 30018 | 0.23 | 6.20 | 4.79 | 0 | 3.0 | 5 | 8.0 | 21 | ▇▆▂▂▁ |
| pcl.stressful_experience_repeated_images_base_numeric | 26434 | 0.32 | 2.48 | 1.31 | 1 | 1.0 | 2 | 4.0 | 5 | ▇▇▅▅▂ |
| pcl.stressful_experience_upset_reminded_base_numeric | 26437 | 0.32 | 2.57 | 1.31 | 1 | 1.0 | 2 | 4.0 | 5 | ▆▇▅▅▃ |
| pcl.stressful_situation_avoiding_activities_base_numeric | 26432 | 0.32 | 2.08 | 1.29 | 1 | 1.0 | 2 | 3.0 | 5 | ▇▃▂▂▁ |
| pcl.cut_people_feeling_distant_base_numeric | 26425 | 0.32 | 3.12 | 1.38 | 1 | 2.0 | 3 | 4.0 | 5 | ▅▇▆▇▇ |
| pcl.feeling_irritable_or_having_angry_outbursts_base_numeric | 26429 | 0.32 | 2.54 | 1.25 | 1 | 2.0 | 2 | 4.0 | 5 | ▆▇▅▅▂ |
| pcl.difficulty_concentrating_base_numeric | 26422 | 0.32 | 2.90 | 1.32 | 1 | 2.0 | 3 | 4.0 | 5 | ▅▇▆▆▅ |
| pcl.stressful_experience_repeated_images_retro_numeric | 30133 | 0.23 | 0.20 | 0.40 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▂ |
| pcl.stressful_experience_upset_reminded_retro_numeric | 29595 | 0.24 | 0.24 | 0.43 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▂ |
| pcl.stressful_situation_avoiding_activities_retro_numeric | 32487 | 0.17 | 0.26 | 0.44 | 0 | 0.0 | 0 | 1.0 | 1 | ▇▁▁▁▃ |
| pcl.cut_people_feeling_distant_retro_numeric | 28385 | 0.27 | 0.73 | 0.44 | 0 | 0.0 | 1 | 1.0 | 1 | ▃▁▁▁▇ |
| pcl.feeling_irritable_or_having_angry_outbursts_retro_numeric | 29430 | 0.25 | 0.53 | 0.50 | 0 | 0.0 | 1 | 1.0 | 1 | ▇▁▁▁▇ |
| pcl.difficulty_concentrating_retro_numeric | 28548 | 0.27 | 0.48 | 0.50 | 0 | 0.0 | 0 | 1.0 | 1 | ▇▁▁▁▇ |
| pcl.sum_score_retro_raw | 26391 | 0.32 | 1.88 | 1.67 | 0 | 0.0 | 2 | 3.0 | 6 | ▇▃▃▁▂ |
| pcl.sum_score_base_raw | 26391 | 0.32 | 15.64 | 6.19 | 0 | 11.0 | 15 | 20.0 | 30 | ▁▇▇▆▂ |
| na_per_person_pcl_base | 26391 | 0.32 | 0.02 | 0.26 | 0 | 0.0 | 0 | 0.0 | 6 | ▇▁▁▁▁ |
| na_per_person_pcl_retro | 26391 | 0.32 | 1.60 | 1.73 | 0 | 0.0 | 1 | 3.0 | 6 | ▇▂▂▁▁ |
| pcl.sum_score_base | 26502 | 0.32 | 15.70 | 6.16 | 6 | 11.0 | 15 | 20.0 | 30 | ▇▇▆▅▂ |
| pcl.sum_score_retro | 34304 | 0.12 | 2.49 | 1.93 | 0 | 1.0 | 2 | 4.0 | 6 | ▇▃▅▂▅ |
| phq.problems_made_difficult_care_numeric | 26746 | 0.32 | 2.09 | 0.82 | 1 | 2.0 | 2 | 2.0 | 4 | ▃▇▁▂▁ |
| phq.pandemic_felt_feelings_numeric | 26429 | 0.32 | 2.34 | 0.98 | 1 | 2.0 | 2 | 3.0 | 5 | ▃▇▅▂▁ |
| phq.little_interest_or_pleasure_in_doing_things_retro_numeric | 29657 | 0.24 | 0.95 | 0.86 | 0 | 0.0 | 1 | 1.0 | 3 | ▆▇▁▂▁ |
| phq.feeling_down_depressed_or_hopeless_retro_numeric | 29655 | 0.24 | 1.04 | 0.85 | 0 | 0.0 | 1 | 1.0 | 3 | ▃▇▁▂▁ |
| phq.staying_asleep_sleeping_trouble_retro_numeric | 29654 | 0.24 | 1.16 | 1.00 | 0 | 0.0 | 1 | 2.0 | 3 | ▆▇▁▃▃ |
| phq.feeling_tired_or_having_little_energy_retro_numeric | 29653 | 0.24 | 1.32 | 0.95 | 0 | 1.0 | 1 | 2.0 | 3 | ▃▇▁▃▃ |
| phq.poor_appetite_or_overeating_retro_numeric | 29654 | 0.24 | 0.93 | 0.98 | 0 | 0.0 | 1 | 1.0 | 3 | ▇▆▁▃▂ |
| phq.feeling_bad_failure_family_retro_numeric | 29655 | 0.24 | 0.93 | 0.94 | 0 | 0.0 | 1 | 1.0 | 3 | ▇▇▁▃▂ |
| phq.trouble_concentrating_reading_newspaper_retro_numeric | 29655 | 0.24 | 0.84 | 0.90 | 0 | 0.0 | 1 | 1.0 | 3 | ▇▇▁▂▂ |
| phq.moving_fidgety_noticed_opposite_retro_numeric | 29659 | 0.24 | 0.33 | 0.67 | 0 | 0.0 | 0 | 0.0 | 3 | ▇▂▁▁▁ |
| phq.dead_hurting_thoughts_retro_numeric | 29656 | 0.24 | 0.47 | 0.78 | 0 | 0.0 | 0 | 1.0 | 3 | ▇▃▁▁▁ |
| phq.little_interest_or_pleasure_in_doing_things_base_numeric | 26396 | 0.32 | 1.27 | 1.00 | 0 | 1.0 | 1 | 2.0 | 3 | ▅▇▁▃▃ |
| phq.feeling_down_depressed_or_hopeless_base_numeric | 26405 | 0.32 | 1.26 | 0.96 | 0 | 1.0 | 1 | 2.0 | 3 | ▃▇▁▃▂ |
| phq.staying_asleep_sleeping_trouble_base_numeric | 26396 | 0.32 | 1.69 | 1.09 | 0 | 1.0 | 2 | 3.0 | 3 | ▃▇▁▅▇ |
| phq.feeling_tired_or_having_little_energy_base_numeric | 26397 | 0.32 | 1.75 | 1.02 | 0 | 1.0 | 2 | 3.0 | 3 | ▂▇▁▅▇ |
| phq.poor_appetite_or_overeating_base_numeric | 26397 | 0.32 | 1.40 | 1.12 | 0 | 0.0 | 1 | 2.0 | 3 | ▇▇▁▆▆ |
| phq.feeling_bad_failure_family_base_numeric | 26400 | 0.32 | 1.16 | 1.09 | 0 | 0.0 | 1 | 2.0 | 3 | ▇▇▁▃▅ |
| phq.trouble_concentrating_reading_newspaper_base_numeric | 26398 | 0.32 | 1.25 | 1.04 | 0 | 0.0 | 1 | 2.0 | 3 | ▆▇▁▅▃ |
| phq.moving_fidgety_noticed_opposite_base_numeric | 26403 | 0.32 | 0.46 | 0.80 | 0 | 0.0 | 0 | 1.0 | 3 | ▇▂▁▁▁ |
| phq.dead_hurting_thoughts_base_numeric | 26409 | 0.32 | 0.53 | 0.87 | 0 | 0.0 | 0 | 1.0 | 3 | ▇▂▁▁▁ |
| phq.sum_score_retro_raw | 26391 | 0.32 | 5.92 | 6.20 | 0 | 0.0 | 4 | 9.0 | 27 | ▇▃▂▁▁ |
| phq.sum_score_base_raw | 26391 | 0.32 | 10.77 | 6.68 | 0 | 5.0 | 10 | 16.0 | 27 | ▇▇▇▃▂ |
| na_per_person_phq_retro | 26391 | 0.32 | 2.32 | 3.93 | 0 | 0.0 | 0 | 9.0 | 9 | ▇▁▁▁▃ |
| phq.missing_only_suicide_item_retro | 26391 | 0.32 | 0.00 | 0.00 | 0 | 0.0 | 0 | 0.0 | 0 | ▁▁▇▁▁ |
| na_per_person_phq_base | 26391 | 0.32 | 0.01 | 0.17 | 0 | 0.0 | 0 | 0.0 | 8 | ▇▁▁▁▁ |
| phq.missing_only_suicide_item_base | 26391 | 0.32 | 0.00 | 0.03 | 0 | 0.0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| phq.sum_score_base | 26424 | 0.32 | 10.78 | 6.68 | 0 | 5.0 | 10 | 16.0 | 27 | ▇▇▇▃▂ |
| phq.sum_score_8items_base | 26391 | 0.32 | 10.77 | 6.68 | 0 | 5.0 | 10 | 16.0 | 27 | ▇▇▇▃▂ |
| phq.sum_score_retro | 29665 | 0.24 | 7.98 | 5.95 | 0 | 3.0 | 7 | 11.0 | 27 | ▇▆▃▁▁ |
| phq.sum_score_8items_retro | 26391 | 0.32 | 5.92 | 6.20 | 0 | 0.0 | 4 | 9.0 | 27 | ▇▃▂▁▁ |
| ocir.felt_pandemic_feelings_numeric | 35457 | 0.09 | 2.41 | 0.71 | 1 | 2.0 | 2 | 3.0 | 5 | ▂▇▇▁▁ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_retro_numeric | 35457 | 0.09 | 0.81 | 1.16 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▃▁▁▁ |
| ocir.arranged_things_change_upset_retro_numeric | 35458 | 0.09 | 1.56 | 1.32 | 0 | 0.0 | 1 | 3.0 | 4 | ▇▇▅▅▃ |
| ocir.repeat_feel_numbers_retro_numeric | 35458 | 0.09 | 0.38 | 0.88 | 0 | 0.0 | 0 | 0.0 | 4 | ▇▁▁▁▁ |
| ocir.clean_simply_wash_feel_retro_numeric | 35457 | 0.09 | 0.87 | 1.13 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▅▂▁▁ |
| ocir.mind_upset_unpleasant_thoughts_retro_numeric | 35458 | 0.09 | 1.80 | 1.30 | 0 | 1.0 | 2 | 3.0 | 4 | ▅▇▆▅▃ |
| ocir.afraid_avoid_throwing_things_retro_numeric | 35457 | 0.09 | 1.27 | 1.29 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▆▃▂▂ |
| ocir.light_switches_water_taps_retro_numeric | 35457 | 0.09 | 0.57 | 1.01 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_retro_numeric | 35457 | 0.09 | 1.27 | 1.26 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▇▃▂▂ |
| ocir.good_feel_bad_numbers_retro_numeric | 35458 | 0.09 | 0.72 | 1.18 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▂▁▁▁ |
| ocir.hands_longer_wash_retro_numeric | 35457 | 0.09 | 0.71 | 1.14 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▂▁▁▁ |
| ocir.saved_things_retro_numeric | 35463 | 0.09 | 1.16 | 1.25 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▅▃▂▁ |
| ocir.frequently_difficulty_rid_nasty_retro_numeric | 35458 | 0.09 | 1.63 | 1.33 | 0 | 1.0 | 1 | 3.0 | 4 | ▆▇▅▅▃ |
| ocir.i_check_things_more_often_than_necessary_retro_numeric | 35457 | 0.09 | 1.31 | 1.22 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▇▅▃▂ |
| ocir.arranged_properly_objects_upset_retro_numeric | 35456 | 0.09 | 1.32 | 1.23 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▇▅▃▂ |
| ocir.feel_compelled_count_things_retro_numeric | 35457 | 0.09 | 0.82 | 1.20 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▃▁▁▁ |
| ocir.strangers_touch_touched_difficult_retro_numeric | 35456 | 0.09 | 1.12 | 1.30 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▅▂▂▂ |
| ocir.control_difficult_find_thoughts_retro_numeric | 35457 | 0.09 | 2.07 | 1.27 | 0 | 1.0 | 2 | 3.0 | 4 | ▃▇▇▇▅ |
| ocir.i_collect_things_i_dont_need_retro_numeric | 35457 | 0.09 | 1.13 | 1.25 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▅▃▂▁ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_base_numeric | 37095 | 0.05 | 0.70 | 1.07 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▃▁▁▁ |
| ocir.arranged_things_change_upset_base_numeric | 37095 | 0.05 | 1.27 | 1.23 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▇▃▂▂ |
| ocir.repeat_feel_numbers_base_numeric | 37096 | 0.05 | 0.32 | 0.80 | 0 | 0.0 | 0 | 0.0 | 4 | ▇▁▁▁▁ |
| ocir.clean_simply_wash_feel_base_numeric | 37094 | 0.05 | 0.61 | 0.94 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▃▁▁▁ |
| ocir.mind_upset_unpleasant_thoughts_base_numeric | 37094 | 0.05 | 1.55 | 1.20 | 0 | 1.0 | 1 | 2.0 | 4 | ▅▇▅▃▂ |
| ocir.afraid_avoid_throwing_things_base_numeric | 37095 | 0.05 | 1.09 | 1.18 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▆▂▂▁ |
| ocir.light_switches_water_taps_base_numeric | 37095 | 0.05 | 0.55 | 0.97 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_base_numeric | 37094 | 0.05 | 1.17 | 1.18 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▇▃▂▂ |
| ocir.good_feel_bad_numbers_base_numeric | 37094 | 0.05 | 0.59 | 1.05 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▂▁▁▁ |
| ocir.hands_longer_wash_base_numeric | 37095 | 0.05 | 0.57 | 0.99 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▂▁▁▁ |
| ocir.saved_things_base_numeric | 37098 | 0.05 | 0.93 | 1.15 | 0 | 0.0 | 1 | 1.0 | 4 | ▇▅▂▁▁ |
| ocir.frequently_difficulty_rid_nasty_base_numeric | 37096 | 0.05 | 1.43 | 1.23 | 0 | 0.0 | 1 | 2.0 | 4 | ▆▇▅▃▂ |
| ocir.i_check_things_more_often_than_necessary_base_numeric | 37095 | 0.05 | 0.86 | 1.02 | 0 | 0.0 | 1 | 1.0 | 4 | ▇▆▂▁▁ |
| ocir.arranged_properly_objects_upset_base_numeric | 37097 | 0.05 | 1.13 | 1.14 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▇▃▂▁ |
| ocir.feel_compelled_count_things_base_numeric | 37096 | 0.05 | 0.58 | 1.02 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▂▁▁▁ |
| ocir.strangers_touch_touched_difficult_base_numeric | 37095 | 0.05 | 0.75 | 1.12 | 0 | 0.0 | 0 | 1.0 | 4 | ▇▃▁▁▁ |
| ocir.control_difficult_find_thoughts_base_numeric | 37095 | 0.05 | 1.62 | 1.20 | 0 | 1.0 | 1 | 2.0 | 4 | ▅▇▅▃▂ |
| ocir.i_collect_things_i_dont_need_base_numeric | 37096 | 0.05 | 1.01 | 1.18 | 0 | 0.0 | 1 | 2.0 | 4 | ▇▅▂▂▁ |
| ocir.sum_score_retro_raw | 29213 | 0.25 | 7.52 | 12.66 | 0 | 0.0 | 0 | 13.0 | 71 | ▇▂▁▁▁ |
| ocir.sum_score_base_raw | 29213 | 0.25 | 3.35 | 8.74 | 0 | 0.0 | 0 | 0.0 | 72 | ▇▁▁▁▁ |
| na_per_person_ocir_retro | 29213 | 0.25 | 11.40 | 8.67 | 0 | 0.0 | 18 | 18.0 | 18 | ▅▁▁▁▇ |
| na_per_person_ocir_base | 29213 | 0.25 | 14.39 | 7.20 | 0 | 18.0 | 18 | 18.0 | 18 | ▂▁▁▁▇ |
| ocir.sum_score_base | 37105 | 0.05 | 16.73 | 12.57 | 0 | 7.0 | 14 | 23.0 | 72 | ▇▅▂▁▁ |
| ocir.sum_score_retro | 35468 | 0.09 | 20.51 | 13.07 | 0 | 11.0 | 18 | 27.0 | 71 | ▇▇▃▁▁ |
| alsfrs.limb_weakness_noticed_past_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.normal_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.slow_or_sloppy_all_words_are_legible_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.not_all_words_are_legible_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.able_to_grip_pen_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.unable_to_grip_pen_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.have_you_noticed_any_difficulty_walking_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| alsfrs.do_you_have_any_difficulty_climbing_stairs_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.felt_excessively_sleepy_past_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sitting_and_reading_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.watching_tv_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sitting_inactive_in_a_public_place_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.break_passenger_car_hour_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.afternoon_rest_circumstances_lying_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sitting_and_talking_to_someone_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sitting_quietly_after_a_lunch_without_alcohol_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.car_minutes_stopped_traffic_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.insomnia_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.narcolepsy_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.rem_sleep_behaviour_disorder_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.restless_legs_syndrome_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sleep_apnea_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sleep_terrors_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.sleepwalking_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.other_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| ess.none_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.headaches_suffered_past_month_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.days_past_month_miss_work_school_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.days_past_month_work_school_half_productivity_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.days_past_month_miss_housework_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.days_past_month_housework_half_productivity_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| midas.days_past_month_miss_social_activities_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmss.ability_taste_food_smell_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmss.severe_taste_smell_loss_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.drink_problems_choking_difficulty_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.regularly_night_pass_urine_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.sex_difficult_finding_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.weak_standing_feeling_light_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.acting_moving_sleep_talking_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| nmsw.double_vision_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| tinnitus.ears_noises_minutes_head_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| tinnitus.ears_noises_minutes_head_frequency_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| tinnitus.noises_worry_worst_upset_numeric | 39070 | 0.00 | NaN | NA | NA | NA | NA | NA | NA |
Variable type: POSIXct
| skim_variable | n_missing | complete_rate | min | max | median | n_unique |
|---|---|---|---|---|---|---|
| startDate.prepandemic | 0 | 1.00 | 2018-09-15 10:13:49 | 2020-09-30 10:19:32 | 2019-04-01 21:46:59 | 38860 |
| startDate.coping | 26391 | 0.32 | 2020-04-30 18:50:27 | 2020-09-13 20:04:12 | 2020-05-08 13:08:44 | 12160 |
Definition of prepandemic and baseline
Exlcude people who have joined GLAD/EDGI after the pandemic began, sensitivity analyses done on the cut off’s we have chosen. Potentially GLAD/EDGI particiapnts between January to April. EDGI launched on February 24th.
Prepandemic GLAD/EDGI = Prepandemic (GLAD/EDGI sign-up questionnaire)
Retrospective = COPING/RAMP sign up questionnaire; only of those participants who have reported a change in symptoms
Baseline = COPING/RAMP sign up questionnaire
Dates for the definition of prepandemic
Frequencies
dat$prepandemic_january_31
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
-------------------------------- ------- --------- -------------- --------- --------------
Sign up after 31. January 3060 7.83 7.83 7.83 7.83
Sign up before 31. January 36010 92.17 100.00 92.17 100.00
<NA> 0 0.00 100.00
Total 39070 100.00 100.00 100.00 100.00Frequencies
dat$prepandemic_march_1
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------------------------- ------- --------- -------------- --------- --------------
Sign up after 1. March 1822 4.66 4.66 4.66 4.66
Sign up before 1. March 37248 95.34 100.00 95.34 100.00
<NA> 0 0.00 100.00
Total 39070 100.00 100.00 100.00 100.00Frequencies
dat$prepandemic_march_23
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
------------------------------ ------- --------- -------------- --------- --------------
Sign up after 23. March 912 2.33 2.33 2.33 2.33
Sign up before 23. March 38158 97.67 100.00 97.67 100.00
<NA> 0 0.00 100.00
Total 39070 100.00 100.00 100.00 100.00Calculate the time difference between starting the COPING questionnaire and the beginning of the pandemic
Descriptive Statistics
dat$time_diff_coping_first_case_uk_jan_31
N: 39070
time_diff_coping_first_case_uk_jan_31
--------------- ---------------------------------------
Mean 14.73
Std.Dev 1.99
Min 12.97
Median 14.08
Max 32.41
N.Valid 12679.00
Pct.Valid 32.45Calculate the time difference between sign up questionnaire and the beginning of the pandemic
Descriptive Statistics
dat$time_diff_signup_first_case_uk_jan_31
N: 39070
time_diff_signup_first_case_uk_jan_31
--------------- ---------------------------------------
Mean 44.14
Std.Dev 24.51
Min -34.78
Median 43.44
Max 71.80
N.Valid 39070.00
Pct.Valid 100.00Testing 3, 6, and 9 months before pandemic
[1] 11359Calculate the time difference between sign up questionnaire and COPING questionnaire
Descriptive Statistics
dat$time_diff_sign_up_coping
N: 39070
time_diff_sign_up_coping
--------------- --------------------------
Mean 59.91
Std.Dev 23.45
Min 0.67
Median 58.84
Max 100.10
N.Valid 12679.00
Pct.Valid 32.45Proportion of people signed up over one year ago
Proportion of people signed up over half a year ago
#Total score comparison between PHQ, PCL and GAD, prepandemic, retrospecive and baseline PHQ difference scores
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-25.000 -4.000 0.000 -0.431 3.000 24.000 26460 Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-23.00 0.00 4.00 3.64 7.00 27.00 29678 GAD difference scores
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-21.000 -3.000 0.000 -0.339 3.000 21.000 26442 Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-21.000 0.000 3.000 3.268 7.000 21.000 30029 PCL difference scores NOTE: Only computed baseline and prepandemic differences as the retro account here isn’t actually retrospective, but whether the reported baseline scores are due to the pandemic.
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-23.000 -3.000 0.000 0.229 4.000 24.000 26576 Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
0.00 1.00 2.00 2.49 4.00 6.00 34304 Frequencies
dat$pcl.stressful_experience_repeated_images_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------- --------- -------------- --------- --------------
No 7155 80.06 80.06 18.31 18.31
Yes 1782 19.94 100.00 4.56 22.87
<NA> 30133 77.13 100.00
Total 39070 100.00 100.00 100.00 100.00Frequencies
dat$pcl.stressful_situation_avoiding_activities_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------- --------- -------------- --------- --------------
No 4847 73.63 73.63 12.41 12.41
Yes 1736 26.37 100.00 4.44 16.85
<NA> 32487 83.15 100.00
Total 39070 100.00 100.00 100.00 100.00Frequencies
dat$pcl.feeling_irritable_or_having_angry_outbursts_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------- --------- -------------- --------- --------------
No 4513 46.82 46.82 11.55 11.55
Yes 5127 53.18 100.00 13.12 24.67
<NA> 29430 75.33 100.00
Total 39070 100.00 100.00 100.00 100.00Frequencies
dat$pcl.stressful_experience_upset_reminded_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------- --------- -------------- --------- --------------
No 7192 75.91 75.91 18.41 18.41
Yes 2283 24.09 100.00 5.84 24.25
<NA> 29595 75.75 100.00
Total 39070 100.00 100.00 100.00 100.00Frequencies
dat$pcl.cut_people_feeling_distant_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------- --------- -------------- --------- --------------
No 2881 26.96 26.96 7.37 7.37
Yes 7804 73.04 100.00 19.97 27.35
<NA> 28385 72.65 100.00
Total 39070 100.00 100.00 100.00 100.00Frequencies
dat$pcl.difficulty_concentrating_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------- --------- -------------- --------- --------------
No 5448 51.78 51.78 13.94 13.94
Yes 5074 48.22 100.00 12.99 26.93
<NA> 28548 73.07 100.00
Total 39070 100.00 100.00 100.00 100.00OCI-R difference scores
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-40.00 -14.00 -7.00 -7.86 -1.00 34.00 38598 Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-44.0 -9.0 -5.0 -5.3 -1.0 23.0 37110 #Data level groups Identify which data (prepan, retro and baseline) each participant has.
Only prepandemic data
19
Baseline and retrospective data
25
Prepandemic and baseline data
3243
Baseline data only
11
All prepandemic, baseline and retrospective data
9367 GAD
Only prepandemic data
14
Baseline and retrospective data
17
Prepandemic and baseline data
3604
Baseline data only
7
All prepandemic, baseline and retrospective data
9024 PCL
Only prepandemic data
108
Baseline and retrospective data
42
Prepandemic and baseline data
7770
Baseline data only
32
All prepandemic, baseline and retrospective data
4724 OCI-R
Only prepandemic data
1194
Baseline and retrospective data
1
Prepandemic and baseline data
2
Retrospective data only
1
All prepandemic, baseline and retrospective data
470 #Read in respiratory data
GLAD respiratory
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "respiratory.breath_diarrhoea_fatigue_fever"
[5] "respiratory.date_symptom_experience.txt"
[6] "respiratory.worst_ill_feel"
[7] "respiratory.chillsfeverhigh_temperature"
[8] "respiratory.persistent_cough"
[9] "respiratory.shortness_of_breath"
[10] "respiratory.body_achemuscle_pain"
[11] "respiratory.sore_throat"
[12] "respiratory.headache"
[13] "respiratory.sneezing"
[14] "respiratory.runny_nose"
[15] "respiratory.blocked_nose"
[16] "respiratory.feeling_generally_unwell"
[17] "respiratory.feeling_tiredfatigued"
[18] "respiratory.diarrhoea"
[19] "respiratory.hoarse_voice"
[20] "respiratory.chest_tightness_unusual_chest"
[21] "respiratory.unusual_abdominal_pain"
[22] "respiratory.feeling_confused_disorientated_drowsy"
[23] "respiratory.skipping_meals_because_you_felt_unwell"
[24] "respiratory.was_your_persistent_cough_dry_"
[25] "respiratory.was_your_sense_of_smell_impaired"
[26] "respiratory.was_your_sense_of_taste_impaired"
[27] "respiratory.what_was_the_highest_temperature_you_had"
[28] "respiratory.throat_swab_coronavirus_nose"
[29] "respiratory.throat_swab_test_nose"
[30] "respiratory.coronavirus_antibody_test"
[31] "respiratory.results_antibody_test"
[32] "respiratory.paracetamol_panadol_anadin"
[33] "respiratory.ibuprofen_nurofen_brufen_and_calprofen_syrup"
[34] "respiratory.aspirin"
[35] "respiratory.naproxen"
[36] "respiratory.cold_and_flu_remedies_please_specify"
[37] "respiratory.cold_and_flu_remedies_please_specify_text.txt"
[38] "respiratory.none_of_these"
[39] "respiratory.i_called_nhs111"
[40] "respiratory.i_called_my_gp"
[41] "respiratory.face_appointment_face"
[42] "respiratory.hospital_accident_attended_emergency"
[43] "respiratory.field_hospital_hospital_admitted"
[44] "respiratory.none_of_these.1"
[45] "respiratory.what_dates_were_you_admitted_to_hospital.txt"
[46] "respiratory.what_dates_were_you_discharged_from_hospital.txt"
[47] "respiratory.none"
[48] "respiratory.fluids_oxygen"
[49] "respiratory.invasive_ventilation"
[50] "respiratory.invasive_ventilation.1"
[51] "respiratory.have_your_symptoms_gone_awayresolved_now"
[52] "respiratory.feel_healthy_date_back.txt"
[53] "respiratory.medical_problem_experienced_february"
[54] "respiratory.was_the_illness_or_injury_lifethreatening"
[55] "respiratory.admitted_treatment_hospital_injury"
[56] "respiratory.injury_result_illness_health"
[57] "respiratory.born_child_birth_defect"
[58] "respiratory.recent_illness_nature_injury.txt"
[59] "respiratory.prescribed_regular_medication_february"
[60] "respiratory.addition_of_a_new_medication"
[61] "respiratory.stopping_medication_previously_taking"
[62] "respiratory.dose_change_medication_previously"
[63] "respiratory.enter_frequency_medication_packaging"
[64] "respiratory.enter_frequency_medication_packaging.1"
[65] "respiratory.enter_frequency_medication_packaging.2"
[66] "respiratory.enter_frequency_medication_packaging.3"
[67] "respiratory.enter_frequency_medication_packaging.4"
[68] "respiratory.prescribed_additional_february_medication"
[69] "respiratory.enter_frequency_medication_packaging.5"
[70] "respiratory.enter_frequency_medication_packaging.6"
[71] "respiratory.enter_frequency_medication_packaging.7"
[72] "respiratory.enter_frequency_medication_packaging.8"
[73] "respiratory.enter_frequency_medication_packaging.9"
[74] "respiratory.add_discontinued_medication.txt"
[75] "respiratory.stopped_medication_previously_taking"
[76] "respiratory.add_discontinued_medication.txt.1"
[77] "respiratory.dosing_regimen_enter_frequency"
[78] "respiratory.dosing_regimen_enter_frequency.1"
[79] "respiratory.dosing_regimen_enter_frequency.2"
[80] "respiratory.dosing_regimen_enter_frequency.3"
[81] "respiratory.dosing_regimen_enter_frequency.4"
[82] "respiratory.prescribed_medicines_treatments"
[83] "respiratory.medication_1"
[84] "respiratory.medication_2"
[85] "respiratory.medication_3"
[86] "respiratory.medication_4"
[87] "respiratory.medication_5"
[88] "respiratory.medication_6"
[89] "respiratory.medication_7"
[90] "respiratory.medication_8"
[91] "respiratory.medication_9"
[92] "respiratory.medication_10"
[93] "respiratory.medication_11"
[94] "respiratory.medication_12"
[95] "respiratory.medication_13"
[96] "respiratory.medication_14"
[97] "respiratory.medication_15"
[98] "respiratory.medication_16"
[99] "respiratory.medication_17"
[100] "respiratory.medication_18"
[101] "respiratory.medication_19"
[102] "respiratory.medication_20"
[103] "respiratory.qqid125062240231choicetextentryvalue21"
[104] "respiratory.qqid125062240231choicetextentryvalue31"
[105] "respiratory.qqid125062240231choicetextentryvalue41"
[106] "respiratory.qqid125062240231choicetextentryvalue51"
[107] "respiratory.qqid125062240231choicetextentryvalue61"
[108] "respiratory.qqid125062240231choicetextentryvalue71"
[109] "respiratory.qqid125062240231choicetextentryvalue81"
[110] "respiratory.qqid125062240231choicetextentryvalue91"
[111] "respiratory.qqid125062240231choicetextentryvalue101"
[112] "respiratory.qqid125062240231choicetextentryvalue111"
[113] "respiratory.qqid125062240231choicetextentryvalue121"
[114] "respiratory.qqid125062240231choicetextentryvalue131"
[115] "respiratory.qqid125062240231choicetextentryvalue141"
[116] "respiratory.qqid125062240231choicetextentryvalue151"
[117] "respiratory.qqid125062240231choicetextentryvalue161"
[118] "respiratory.qqid125062240231choicetextentryvalue171"
[119] "respiratory.qqid125062240231choicetextentryvalue181"
[120] "respiratory.qqid125062240231choicetextentryvalue191"
[121] "respiratory.qqid125062240231choicetextentryvalue201"
[122] "respiratory.qqid125062240231choicetextentryvalue211"
[123] "respiratory.qqid125062240231choicetextentryvalue21.1"
[124] "respiratory.qqid125062240231choicetextentryvalue31.1"
[125] "respiratory.qqid125062240231choicetextentryvalue41.1"
[126] "respiratory.qqid125062240231choicetextentryvalue51.1"
[127] "respiratory.qqid125062240231choicetextentryvalue61.1"
[128] "respiratory.qqid125062240231choicetextentryvalue71.1"
[129] "respiratory.qqid125062240231choicetextentryvalue81.1"
[130] "respiratory.qqid125062240231choicetextentryvalue91.1"
[131] "respiratory.qqid125062240231choicetextentryvalue101.1"
[132] "respiratory.qqid125062240231choicetextentryvalue111.1"
[133] "respiratory.qqid125062240231choicetextentryvalue121.1"
[134] "respiratory.qqid125062240231choicetextentryvalue131.1"
[135] "respiratory.qqid125062240231choicetextentryvalue141.1"
[136] "respiratory.qqid125062240231choicetextentryvalue151.1"
[137] "respiratory.qqid125062240231choicetextentryvalue161.1"
[138] "respiratory.qqid125062240231choicetextentryvalue171.1"
[139] "respiratory.qqid125062240231choicetextentryvalue181.1"
[140] "respiratory.qqid125062240231choicetextentryvalue191.1"
[141] "respiratory.qqid125062240231choicetextentryvalue201.1"
[142] "respiratory.qqid125062240231choicetextentryvalue211.1"
[143] "respiratory.qqid125062240231choicetextentryvalue21.2"
[144] "respiratory.qqid125062240231choicetextentryvalue31.2"
[145] "respiratory.qqid125062240231choicetextentryvalue41.2"
[146] "respiratory.qqid125062240231choicetextentryvalue51.2"
[147] "respiratory.qqid125062240231choicetextentryvalue61.2"
[148] "respiratory.qqid125062240231choicetextentryvalue71.2"
[149] "respiratory.qqid125062240231choicetextentryvalue81.2"
[150] "respiratory.qqid125062240231choicetextentryvalue91.2"
[151] "respiratory.qqid125062240231choicetextentryvalue101.2"
[152] "respiratory.qqid125062240231choicetextentryvalue111.2"
[153] "respiratory.qqid125062240231choicetextentryvalue121.2"
[154] "respiratory.qqid125062240231choicetextentryvalue131.2"
[155] "respiratory.qqid125062240231choicetextentryvalue141.2"
[156] "respiratory.qqid125062240231choicetextentryvalue151.2"
[157] "respiratory.qqid125062240231choicetextentryvalue161.2"
[158] "respiratory.qqid125062240231choicetextentryvalue171.2"
[159] "respiratory.qqid125062240231choicetextentryvalue181.2"
[160] "respiratory.qqid125062240231choicetextentryvalue191.2"
[161] "respiratory.qqid125062240231choicetextentryvalue201.2"
[162] "respiratory.qqid125062240231choicetextentryvalue211.2"
[163] "respiratory.qqid125062240231choicetextentryvalue21.3"
[164] "respiratory.qqid125062240231choicetextentryvalue31.3"
[165] "respiratory.qqid125062240231choicetextentryvalue41.3"
[166] "respiratory.qqid125062240231choicetextentryvalue51.3"
[167] "respiratory.qqid125062240231choicetextentryvalue61.3"
[168] "respiratory.qqid125062240231choicetextentryvalue71.3"
[169] "respiratory.qqid125062240231choicetextentryvalue81.3"
[170] "respiratory.qqid125062240231choicetextentryvalue91.3"
[171] "respiratory.qqid125062240231choicetextentryvalue101.3"
[172] "respiratory.qqid125062240231choicetextentryvalue111.3"
[173] "respiratory.qqid125062240231choicetextentryvalue121.3"
[174] "respiratory.qqid125062240231choicetextentryvalue131.3"
[175] "respiratory.qqid125062240231choicetextentryvalue141.3"
[176] "respiratory.qqid125062240231choicetextentryvalue151.3"
[177] "respiratory.qqid125062240231choicetextentryvalue161.3"
[178] "respiratory.qqid125062240231choicetextentryvalue171.3"
[179] "respiratory.qqid125062240231choicetextentryvalue181.3"
[180] "respiratory.qqid125062240231choicetextentryvalue191.3"
[181] "respiratory.qqid125062240231choicetextentryvalue201.3"
[182] "respiratory.qqid125062240231choicetextentryvalue211.3" Select respiratory variables
[1] 382EDGI respiratory
Select respiratory variables
NBR respiratory
Select respiratory variables
RAMP respiratory
Select respiratory variables
#Distribution of likert scale COVID-19 symptoms in COPING
Warning: Removed 8222 rows containing non-finite values (stat_count).
Warning: Removed 8218 rows containing non-finite values (stat_count).
Warning: Removed 8227 rows containing non-finite values (stat_count).
#Choosing cut-offs for the likert scale symptoms of “no symptoms”, “mild symptoms”, “moderate symptoms” and “severe symptoms” for the fatigue, persistent cough and skipped meals variables. Coding: 0 = No symptoms 1 = Mild symptoms 2 = Moderate symptoms 3 = Severe symptoms
Results: Persistent cough: “Mild symptoms” as cut off Fatigue: “Severe symptoms” as cut off Skipped meals: “Moderate symptoms” as cut off
[1] 0.302976269.70238%
1 [1] 0.0879120491.2088%
3 [1] 0.19202180.7979%
2 Creating binary groups for COVID symptoms
Frequencies of binary COVID symptoms
Frequencies
respiratory.raw.id$respiratory.anosmia_binary
Type: Numeric
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------- --------- -------------- --------- --------------
0 2512 66.54 66.54 19.71 19.71
1 1263 33.46 100.00 9.91 29.62
<NA> 8969 70.38 100.00
Total 12744 100.00 100.00 100.00 100.00Frequencies
respiratory.raw.id$respiratory.pcough_binary
Type: Numeric
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------- --------- -------------- --------- --------------
0 2120 46.88 46.88 16.64 16.64
1 2402 53.12 100.00 18.85 35.48
<NA> 8222 64.52 100.00
Total 12744 100.00 100.00 100.00 100.00Frequencies
respiratory.raw.id$respiratory.fatigue_binary
Type: Numeric
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------- --------- -------------- --------- --------------
0 2924 64.60 64.60 22.94 22.94
1 1602 35.40 100.00 12.57 35.51
<NA> 8218 64.49 100.00
Total 12744 100.00 100.00 100.00 100.00Frequencies
respiratory.raw.id$respiratory.skipped_meals_binary
Type: Numeric
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------- --------- -------------- --------- --------------
0 3240 71.73 71.73 25.42 25.42
1 1277 28.27 100.00 10.02 35.44
<NA> 8227 64.56 100.00
Total 12744 100.00 100.00 100.00 100.00Rename respiratory dataset joined to main dataset
Probable COVID-19 case identification
Algorithm from Menni et al. to identify probable COVID-19 Variables required: - Sex: 0 Female, 1 Male - Other binary variables: 0 No, 1 Yes
- “respiratory.anosmia_binary”: loss of smell or taste
- “respiratory.pcough_binary”: Persistent cough - “respiratory.fatigue_binary”: Severe fatigue - “respiratory.skipped_meals_binary”: Skipped meals
The COVID prediction model has coded the sexes opposite to our data set
Sex is no available in the RAMP dataset, therefore a proxy sex variable is created whereby Gender = Male and Transgender = No.
Age is not available in RAMP, only categorical age. We will assign each individual the middle value of each age category.
Frequencies
dat.coping$covid_symptoms
Type: Numeric
Freq % Valid % Total
----------- ------- --------- ---------
0 35340 90.45 90.45
1 3730 9.55 9.55
<NA> 0 0.00
Total 39070 100.00 100.00Frequencies
dat.coping$covid_odds_ratio_50
Type: Factor
Freq % Valid % Total
-------------------- ------- --------- ---------
No COVID 2568 68.85 6.57
Probable COVID 1162 31.15 2.97
<NA> 35340 90.45
Total 39070 100.00 100.00Probable COVID case including the routing question
Frequencies
dat.coping$covid_probable_case_incl_screening
Type: Factor
Freq % Valid % Total
-------------------- ------- --------- ---------
No COVID 10710 90.21 27.41
Probable COVID 1162 9.79 2.97
<NA> 27198 69.61
Total 39070 100.00 100.00